{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ollama 玩转本地大模型\n",
    "\n",
    "\n",
    "通常而言，依据经验([每个大模型开发者都应该知道的数字](https://github.com/NascentCore/llm-numbers-cn))来看，对于16位浮点精度（FP16）的模型，其推理所需的显存（单位是GB）大概是模型参数量（以10亿为单位）的两倍。例如，Llama 2 7B（70亿参数量），按照这个规律，其推理大约需要14GB的显存，这显然是普通家用计算机的硬件规格所无法满足的。就拿一块GeForce RTX 4060 Ti 16GB显卡来说，它的市场价超过3000元。\n",
    "\n",
    "不过，模型量化（quantization）技术却能够在很大程度上降低显存的要求。以4 - bit量化为例，它可以把原本是FP16精度的权重参数压缩成4位整数精度，这样一来，模型权重的体积以及推理所需的显存都会大幅减小，仅为FP16的1/4到1/3，也就是说，大约4GB的显存就能够启动7B模型的推理了（当然，实际的显存需求会随着上下文内容的增加而不断变大）。\n",
    "\n",
    "同时，llama.cpp项目使用C/C++重新编写了推理代码，这不仅避免了因使用PyTorch而带来的复杂依赖关系，还提供了更为广泛的硬件支持，像纯CPU推理以及Apple Silicon等各类底层计算架构都能够充分发挥其相应的推理加速能力。由于Llama架构很受欢迎，所以llama.cpp的量化和推理能力几乎可以毫无阻碍地应用到相同架构的开源大语言模型上。\n",
    "\n",
    "然而，尽管llama.cpp有这么多优点，但是当人们真正想要尝试使用它的时候，却会发现需要经历获取模型权重、克隆项目代码、执行模型量化、设置环境变量、构建可执行文件等众多环节，才能以命令行的形式提出一个测试问题，更不用说还有可能需要手动调整的数十个参数了。\n",
    "\n",
    "因此，在很长的一段时间里，本地大模型以及基于llama.cpp的应用都只是局限在少数极客和研究者的小圈子里，较高的使用门槛把很多普通人都挡在了外面。\n",
    "\n",
    "直到Ollama出现，它是一个简单易用的本地大模型运行框架。随着围绕Ollama的生态逐渐发展起来，更多的用户也能够方便地在自己的电脑上使用大模型了。"
   ]
  },
  {
   "attachments": {
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"
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 安装\n",
    "\n",
    "打开官网[https://ollama.com/download](https://ollama.com)，即可根据电脑类型下载对应的客户端，目前Windows 客户端版本为（教程版本是v0.6.1，大小是1G）。\n",
    "\n",
    "下载后，建议通过命令行执行安装，以便修改安装路径：`.\\OllamaSetup.exe /DIR=\"d:\\Ollama\"`\n",
    "> 直接双击安装会默认安装至：%USERPROFILE%\\AppData\\Local\\Programs\\Ollama\n",
    "\n",
    "<br>\n",
    "\n",
    "默认下载的模型保存在目录：`%USERPROFILE%\\.ollama` 。\n",
    "可以通过添加系统环境变量 `OLLAMA_MODELS` 修改模型的安装目录（请先退出Ollama）\n",
    "\n",
    "![model path](attachment:image.png)\n",
    "\n",
    "<br>\n",
    "默认的配置文件目录：%USERPROFILE%\\AppData\\Local\\Ollama\n",
    "<br>\n",
    "\n",
    "安装完毕后，会默认直接启动，启动成功后会在任务栏右下角，显式图标：![ollama](attachment:image-2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## 使用\n",
    "\n",
    "除了双击对应ollama 应用启动后，还可以通过命令行启停安装完毕后，打开`Terminal` 执行`ollama` 命令，即可查看ollama 支持的系列指令：\n",
    "```\n",
    "PS C:\\Users\\shengjie> ollama\n",
    "Usage:\n",
    "  ollama [flags]\n",
    "  ollama [command]\n",
    "\n",
    "Available Commands:\n",
    "  serve       Start ollama\n",
    "  create      Create a model from a Modelfile\n",
    "  show        Show information for a model\n",
    "  run         Run a model\n",
    "  stop        Stop a running model\n",
    "  pull        Pull a model from a registry\n",
    "  push        Push a model to a registry\n",
    "  list        List models\n",
    "  ps          List running models\n",
    "  cp          Copy a model\n",
    "  rm          Remove a model\n",
    "  help        Help about any command\n",
    "\n",
    "Flags:\n",
    "  -h, --help      help for ollama\n",
    "  -v, --version   Show version information\n",
    "\n",
    "PS C:\\Users\\shengjie> ollama -v\n",
    "ollama version is 0.6.1\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "polyglot_notebook": {
     "kernelName": "pwsh"
    },
    "vscode": {
     "languageId": "polyglot-notebook"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ollama version is 0.6.1\r\n"
     ]
    }
   ],
   "source": [
    "ollama -v"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 拉取模型\n",
    "\n",
    "当你运行 ollama --version 命令成功查询到版本时，表示 Ollama 的安装已经顺利完成，接下来便可以用 pull 命令从在线模型库(https://ollama.com/library)下载模型来玩了。接下来我们尝试来拉取`deepseek-r1:7b` 模型来玩耍，命令行执行以下命令：\n",
    "```\n",
    "PS C:\\Users\\shengjie> ollama pull deepseek-r1:7b\n",
    "pulling manifest\n",
    "pulling 87f26aae09c7... 100% ▕████████████████████████████████████████████████████████▏ 4.5 GB\n",
    "pulling 7c7b8e244f6a... 100% ▕████████████████████████████████████████████████████████▏ 6.9 KB\n",
    "pulling 1da0581fd4ce... 100% ▕████████████████████████████████████████████████████████▏  130 B\n",
    "pulling f02dd72bb242... 100% ▕████████████████████████████████████████████████████████▏   59 B\n",
    "pulling c0312cf22ef0... 100% ▕████████████████████████████████████████████████████████▏  483 B\n",
    "verifying sha256 digest\n",
    "writing manifest\n",
    "success\n",
    "PS C:\\Users\\shengjie> ollama list\n",
    "NAME              ID              SIZE      MODIFIED\n",
    "deepseek-r1:7b    0a8c26691023    4.7 GB    7 minutes ago\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "polyglot_notebook": {
     "kernelName": "pwsh"
    },
    "vscode": {
     "languageId": "polyglot-notebook"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NAME                                 ID              SIZE      MODIFIED    \n",
      "llama3.2:latest                      a80c4f17acd5    2.0 GB    3 hours ago    \n",
      "qwen:7b                              2091ee8c8d8f    4.5 GB    3 hours ago    \n",
      "quentinz/bge-large-zh-v1.5:latest    bc8ca0995fcd    651 MB    4 hours ago    \n",
      "deepseek-r1:7b                       0a8c26691023    4.7 GB    4 hours ago    \n"
     ]
    }
   ],
   "source": [
    "ollama list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "### 运行模型\n",
    "当模型下载完毕后，可以直接命令行执行`ollama run {model}` 来启动即可，如下：\n",
    "```\n",
    "PS C:\\Users\\shengjie> ollama run deepseek-r1:7b\n",
    "\n",
    ">>> Send a message (/? for help)\n",
    "\n",
    ">>> /?\n",
    "Available Commands:\n",
    "  /set            Set session variables\n",
    "  /show           Show model information\n",
    "  /load <model>   Load a session or model\n",
    "  /save <model>   Save your current session\n",
    "  /clear          Clear session context\n",
    "  /bye            Exit\n",
    "  /?, /help       Help for a command\n",
    "  /? shortcuts    Help for keyboard shortcuts\n",
    "\n",
    "Use \"\"\" to begin a multi-line message.\n",
    "\n",
    ">>> /show info\n",
    "  Model\n",
    "    architecture        deepseek-r12\n",
    "    parameters          7.6B\n",
    "    context length      131072\n",
    "    embedding length    3584\n",
    "    quantization        Q4_K_M\n",
    "\n",
    "  Parameters\n",
    "    stop    \"<｜begin▁of▁sentence｜>\"\n",
    "    stop    \"<｜end▁of▁sentence｜>\"\n",
    "    stop    \"<｜User｜>\"\n",
    "    stop    \"<｜Assistant｜>\"\n",
    "\n",
    "  License\n",
    "    MIT License\n",
    "    Copyright (c) 2023 DeepSeek\n",
    "\n",
    ">>> 你是谁？\n",
    "<think>\n",
    "\n",
    "</think>\n",
    "\n",
    "您好！我是由中国的深度求索（DeepSeek）公司开发的智能助手DeepSeek-R1。如您有任何任何问题，我会尽我所能为您提供帮助。\n",
    "\n",
    ">>> /bye\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "#### 设置系统提示词\n",
    "\n",
    "```\n",
    ">>> /set\n",
    "Available Commands:\n",
    "  /set parameter ...     Set a parameter\n",
    "  /set system <string>   Set system message\n",
    "  /set history           Enable history\n",
    "  /set nohistory         Disable history\n",
    "  /set wordwrap          Enable wordwrap\n",
    "  /set nowordwrap        Disable wordwrap\n",
    "  /set format json       Enable JSON mode\n",
    "  /set noformat          Disable formatting\n",
    "  /set verbose           Show LLM stats\n",
    "  /set quiet             Disable LLM stats\n",
    ">>> /set system 你是一名小红书风格文案写手，请使用 Emoji 风格改写用户提供的文案，该风格以引人入胜的标题、每个段落中包含\n",
    "... 表情符号和在末尾添加相关标签为特点。请确保保持原文的意思。\n",
    "Set system message.\n",
    ">>> /show system\n",
    "你是一名小红书风格文案写手，请使用 Emoji 风格改写用户提供的文案，该风格以引人入胜的标题、每个段落中包含表情符号和在末尾添加相关标签为特点。请确保保持原文的意思。\n",
    "\n",
    ">>> 《环球时报》记者提问：据报道，美国国务卿布林肯日前在《外交事务》刊文称，中国是唯一既有意愿、又有能力重塑国际体系的国\n",
    "... 家。拜登总统将中国称作“步步紧逼的挑战”、最具影响力的长期战略竞争对手。中方对此有何评论？\n",
    "... 毛宁表示，美方官员的这些谬论不是什么新话。我们也说过很多次了，大国竞争不符合时代潮流，更解决不了美国自身的问题和世界\n",
    "... 面临的挑战。美方从战略竞争的视角看待国际形势、定义中美关系，是对冷战思维的执念，把中国当作长期战略竞争对手和“步步紧\n",
    "... 逼的挑战”，是以自己的霸权历史、霸权思维镜像他国，是对中国和中美关系的严重误判，既不符合两国人民根本利益，也不符合国\n",
    "... 际社会的普遍期待。\n",
    "... 毛宁强调，中国始终是世界和平的建设者、全球发展的贡献者和国际秩序的维护者。事实上，所谓搞不公平竞争、采取咄咄逼人行动\n",
    "... 、到处耀武扬威、施压胁迫的，正是美国，而不是别人。\n",
    "🔥【美务卿布林肯狂言】💥\n",
    "\n",
    "据《外交事务》杂志，美国国务卿布林肯大放厥词，称中国是重塑国际体系唯一有能力和意愿的国家！😱\n",
    "\n",
    "拜登总统呢？他把中国描绘成一个步步紧逼的挑战者。👀\n",
    "\n",
    "中国回应来了，毛宁发言人强调：大国竞争不符合潮流，中美关系要实事求是，而不是谁在搞不公平竞争！🎯\n",
    "\n",
    "#布林肯狂言# #中美关系新解读# #中国和平发展力量#\n",
    "```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "#### 设置参数\n",
    "\n",
    "1. `/set format json` ：启用 Json Mode\n",
    "2. `/set parameter num_ctx 4096`：设置上下文窗口的token 大小为4096（还可以设置temperature、top_k、top_p等，可设参数详参：[modelfile.md#parameter](https://github.com/ollama/ollama/blob/main/docs/modelfile.md#parameter))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 自定义模型\n",
    "\n",
    "Ollama允许用户通过`Modelfile`自定义模型，`Modelfile` 类似`Dockerfile` ，通过`Modelfile` 可以对下载的模型进行自定义，详参： https://github.com/ollama/ollama/blob/main/docs/modelfile.md。\n",
    "\n",
    "也可以通过`ollama show --modelfile {model}` 来查看具体某个模型的`Modelfile`。\n",
    "\n",
    "接下来我们尝试将千问设置为一名文案改进助理：\n",
    "\n",
    "**1. 定义Modelfile**\n",
    "\n",
    "创建`redbook-ai-modelfile`，内容如下：\n",
    "```\n",
    "FROM deepseek-r1:7b\n",
    "# sets the temperature to 1 [higher is more creative, lower is more coherent]\n",
    "PARAMETER temperature 1\n",
    "# sets the context window size to 4096, this controls how many tokens the LLM can use as context to generate the next token\n",
    "PARAMETER num_ctx 4096\n",
    "\n",
    "# sets a custom system message to specify the behavior of the chat assistant\n",
    "SYSTEM 你是一名中文写作改进助理，你的任务是改进所提供文本的拼写、语法、清晰、简洁和整体可读性，同时分解长句，减少重复，并提供改进建议。请只提供文本的更正版本，避免包括解释。\n",
    "```\n",
    "\n",
    "**2. 创建自定义模型**\n",
    "执行`ollama create rewrite-ai -f redbook-ai-modelfile`\n",
    "\n",
    "**3. 运行自定义模型**\n",
    "执行`ollama run rewrite-ai`\n",
    "\n",
    "**4. 测试**\n",
    "\n",
    "```\n",
    "ollama create rewrite-ai -f .\\rewrite-ai-modelfile\n",
    "transferring model data \n",
    "using existing layer sha256:87f26aae09c7f052de93ff98a2282f05822cc6de4af1a2a159c5bd1acbd10ec4 \n",
    "using existing layer sha256:7c7b8e244f6aa1ac8c32b74f56d42c41a0364dd2dabed8d9c6030a862e805b54 \n",
    "using existing layer sha256:1da0581fd4ce92dcf5a66b1da737cf215d8dcf25aa1b98b44443aaf7173155f5 \n",
    "creating new layer sha256:f0a0557006bab292d768f2581992580aeb1eb35d38bfa558638fa79e4099df04 \n",
    "creating new layer sha256:0a73740ea421e924afe53e0b59fff35edd9cc156549ea84b96815ec0ba75b509 \n",
    "creating new layer sha256:f703e3ac557059df3e2ac9f0482a1262967664933408281b266914122986eb46 \n",
    "writing manifest \n",
    "success \n",
    "PS C:\\Users\\shengjie\\Config> ollama run rewrite-ai\n",
    ">>> 《环球时报》记者提问：据报道，美国国务卿布林肯日前在《外交事务》刊文称，中国是唯一既有意愿、又有能力重塑国际体系的国家。拜登总统将中国称作“步步紧逼的挑战”、最具影响力的长期战略竞争对手。中方对此有何评论？\n",
    "... 毛宁表示，美方官员的这些谬论不是什么新话。我们也说过很多次了，大国竞争不符合时代潮流，更解决不了美国自身的问题和世界面临的挑战。美方从战略竞争的视角看待国际形势、定义中美关系，是对冷战思维的执念，把中国当作长期战略竞争对手\n",
    "... 和“步步紧逼的挑战”，是以自己的霸权历史、霸权思维镜像他国，是对中国和中美关系的严重误判，既不符合两国人民根本利益，也不符合国际社会的普遍期待。\n",
    "... 毛宁强调，中国始终是世界和平的建设者、全球发展的贡献者和国际秩序的维护者。事实上，所谓搞不公平竞争、采取咄咄逼人行动、到处耀武扬威、施压胁迫的，正是美国，而不是别人。\n",
    "《环球时报》记者提问：据报道，美国国务卿布林肯在《外交事务》刊文称，中国是唯一既有意愿又有能力重塑国际体系的国家。拜登总统将中国称为“步步紧逼的挑战”、最具影响力的长期战略竞争对手。中方对此有何评论？\n",
    "\n",
    "针对上述声明，毛宁表示，美方官员的言论并非新论点。中国政府此前已经多次表达类似观点：大国间的竞争不符合时代趋势，也无法解决美国自身的问题以及世界面临的大挑战。\n",
    "\n",
    "毛宁强调，从战略竞争的角度看待国际形势和定义中美关系的做法，是冷战思维的体现。这种思维把中国当作一个长期的战略竞争对手和“步步紧逼的挑战”，并且试图用霸权历史和思维来评判其他国家。\n",
    "\n",
    "毛宁指出，这种对中国的误判不符合两国人民的根本利益，也不符合国际社会普遍期待。中国始终致力于世界和平、全球发展及国际秩序维护，并以实际行动为建设更美好的世界贡献力量。\n",
    "\n",
    ">>> /bye\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 通过API 调用\n",
    "\n",
    "默认Ollama 模型会通过`127.0.0.1:11434` 提供API 服务。主要提供了两个RESET API，详参：https://github.com/ollama/ollama/blob/main/docs/api.md\n",
    "\n",
    "#### POST /api/generate\n",
    "\n",
    "#### generate without stream\n",
    "```\n",
    "curl http://localhost:11434/api/generate -d '{\n",
    "  \"model\": \"deepseek-r1:7b\",\n",
    "  \"stream\": false,\n",
    "  \"prompt\": \"Why is the sky blue?\"\n",
    "}'\n",
    "```\n",
    "\n",
    "#### generate with json mode\n",
    "```\n",
    "curl http://localhost:11434/api/generate -d '{\n",
    "  \"model\": \"deepseek-r1:7b\",\n",
    "  \"prompt\": \"What color is the sky at different times of the day? Respond using JSON\",\n",
    "  \"format\": \"json\",\n",
    "  \"stream\": false,\n",
    "  \"options\": {\n",
    "    \"temperature\": 0.8\n",
    "  }\n",
    "}'\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "dotnet_interactive": {
     "language": "http"
    },
    "polyglot_notebook": {
     "kernelName": "http"
    },
    "vscode": {
     "languageId": "polyglot-notebook"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"http-response-message-container\"><style type=\"text/css\">\r\n",
       "            .http-response-message-container {\r\n",
       "                display: flex;\r\n",
       "                flex-wrap: wrap;\r\n",
       "            }\r\n",
       "\r\n",
       "            .http-response-message-container > div {\r\n",
       "                margin: .5em;\r\n",
       "                padding: 1em;\r\n",
       "                border: 1px solid;\r\n",
       "            }\r\n",
       "\r\n",
       "            .http-response-message-container > div > h2 {\r\n",
       "                margin-top: 0;\r\n",
       "            }\r\n",
       "\r\n",
       "            .http-response-message-container > div > h3 {\r\n",
       "                margin-bottom: 0;\r\n",
       "            }\r\n",
       "\r\n",
       "            .http-response-message-container summary {\r\n",
       "                margin: 1em 0;\r\n",
       "                font-size: 1.17em;\r\n",
       "                font-weight: 700;\r\n",
       "            }\r\n",
       "\r\n",
       "            @keyframes blink {\r\n",
       "                0% {\r\n",
       "                  opacity: .2;\r\n",
       "                }\r\n",
       "                20% {\r\n",
       "                  opacity: 1;\r\n",
       "                }\r\n",
       "                100% {\r\n",
       "                  opacity: .2;\r\n",
       "                }\r\n",
       "            }\r\n",
       "\r\n",
       "            .ellipsis span {\r\n",
       "                animation-name: blink;\r\n",
       "                animation-duration: 1.4s;\r\n",
       "                animation-iteration-count: infinite;\r\n",
       "                animation-fill-mode: both;\r\n",
       "            }\r\n",
       "\r\n",
       "            .ellipsis span:nth-child(2) {\r\n",
       "                animation-delay: .2s;\r\n",
       "            }\r\n",
       "\r\n",
       "            .ellipsis span:nth-child(3) {\r\n",
       "                animation-delay: .4s;\r\n",
       "            }</style><div><h2>Request</h2><hr></hr><h3>POST <a href=\"http://localhost:11434/api/generate\">http://localhost:11434/api/generate</a> HTTP/1.1</h3><details><summary>Headers</summary><table><thead><tr><th>Name</th><th>Value</th></tr></thead><tbody><tr><td>traceparent</td><td>00-2a1ba567f799b8f383bdc494fc0d460d-2a74d7d0ae73d0c5-00</td></tr><tr><td>Content-Type</td><td>text/plain; charset=utf-8</td></tr><tr><td>Content-Length</td><td>86</td></tr></tbody></table></details><details><summary>Body (application/json; charset=utf-8, 86 bytes)</summary><pre>{\n",
       "  &quot;model&quot;: &quot;deepseek-r1:7b&quot;,\n",
       "  &quot;stream&quot;: false,\n",
       "  &quot;prompt&quot;: &quot;Why is the sky blue?&quot;\n",
       "}</pre></details></div><div><h2>Response</h2><hr></hr><h3>HTTP/1.1 200 OK (260976.78 ms)</h3><details open=\"True\"><summary>Headers</summary><table><thead><tr><th>Name</th><th>Value</th></tr></thead><tbody><tr><td>Date</td><td>Tue, 18 Mar 2025 07:00:20 GMT</td></tr><tr><td>Transfer-Encoding</td><td>chunked</td></tr><tr><td>Content-Type</td><td>application/json; charset=utf-8</td></tr><tr><td>Content-Length</td><td>6667</td></tr></tbody></table></details><details><summary>Body (application/json; charset=utf-8, 6667 bytes)</summary><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>{&quot;model&quot;:&quot;deepseek-r1:7b&quot;,&quot;created_at&quot;:&quot;2025-03-18T07:00:20.9213988Z&quot;,&quot;response&quot;:&quot;\\u003cthink\\u003e\\nOkay, so I&#39;m trying to figure out why the sky is blue. I remember when I was a kid, my older brother used to tell me that it&#39;s because of something with light and the atmosphere. But now, as an adult, I want to dig deeper into this.\\n\\nFirst off, I think about what causes the color we see in the sky. When sunlight passes through Earth&#39;s atmosphere, I know that different colors of light travel at different speeds. Red is slower than blue, right? So maybe when sunlight enters the atmosphere, it gets dispersed or something. But how exactly does that lead to the sky being blue?\\n\\nI recall hearing about Rayleigh scattering somewhere. That must be related. Rayleigh scattering involves light interacting with molecules in the air. I think it&#39;s when shorter wavelengths of light (like blue and violet) are scattered more than longer ones (like red and orange). So, during the day, when sunlight passes through the atmosphere, blue light scatters all around, making the sky look blue instead of violet.\\n\\nBut wait, why isn&#39;t the sky violet then? If violet is the shortest wavelength, it should be scattered the most. Maybe because our eyes are more sensitive to blue or maybe we don&#39;t see the violet as distinctly? I&#39;m not entirely sure about that part.\\n\\nAnother thought: during sunrise and sunset, the sky turns red or orange. That&#39;s when the sun is closer to the horizon, so light has to pass through more atmosphere. The longer path scatters out the blue and green, leaving the reds and oranges. So that explains why sunsets are colored.\\n\\nI also wonder about pollution affecting this. If there&#39;s a lot of smoke or particles in the air, does it change the color? Maybe during hazy days, the sky doesn&#39;t look as blue because other wavelengths interfere with the scattering?\\n\\nSo putting it all together: when sunlight enters Earth&#39;s atmosphere, different colors spread out due to their varying interaction speeds and scattering properties. Blue light scatters more, so we see a blue sky. At sunrise or sunset, the light has to travel through more atmosphere, scattering blue away, leaving longer wavelengths like red and orange.\\n\\nI think that makes sense. I should probably check if this is accurate and maybe look up some sources on Rayleigh scattering and atmospheric effects on light. But from what I remember, it&#39;s all about how different colors of light behave as they pass through the Earth&#39;s atmosphere.\\n\\u003c/think\\u003e\\n\\nThe sky appears blue due to a phenomenon called Rayleigh scattering. When sunlight enters Earth&#39;s atmosphere, it interacts with molecules and small particles in the air. Shorter wavelengths of light, such as blue and violet, are scattered more than longer wavelengths like red and orange. This scattering causes the sky to appear blue during the day because our eyes are more sensitive to blue light. \\n\\nDuring sunrise or sunset, the sun is closer to the horizon, requiring sunlight to pass through more atmosphere. This longer path scatters out the shorter blue and green wavelengths, leaving the longer red and orange hues visible in the sky.\\n\\nIn hazy conditions, pollution, or other atmospheric particles, this scattering effect can be altered, potentially changing the color of the sky beyond a standard blue appearance.&quot;,&quot;done&quot;:true,&quot;done_reason&quot;:&quot;stop&quot;,&quot;context&quot;:[151644,10234,374,279,12884,6303,30,151645,151648,198,32313,11,773,358,2776,4460,311,7071,700,3170,279,12884,374,6303,13,358,6099,979,358,572,264,10369,11,847,9014,10641,1483,311,3291,752,429,432,594,1576,315,2494,448,3100,323,279,16566,13,1988,1431,11,438,458,6683,11,358,1366,311,4078,19117,1119,419,382,5338,1007,11,358,1744,911,1128,11137,279,1894,582,1490,304,279,12884,13,3197,39020,16211,1526,9237,594,16566,11,358,1414,429,2155,7987,315,3100,5821,518,2155,24722,13,3731,374,28393,1091,6303,11,1290,30,2055,7196,979,39020,28833,279,16566,11,432,5221,76710,476,2494,13,1988,1246,6896,1558,429,2990,311,279,12884,1660,6303,1939,40,19091,10778,911,13255,62969,71816,14696,13,2938,1969,387,5435,13,13255,62969,71816,17601,3100,44730,448,34615,304,279,3720,13,358,1744,432,594,979,23327,92859,315,3100,320,4803,6303,323,79736,8,525,36967,803,1091,5021,6174,320,4803,2518,323,18575,568,2055,11,2337,279,1899,11,979,39020,16211,1526,279,16566,11,6303,3100,1136,10175,678,2163,11,3259,279,12884,1401,6303,4518,315,79736,382,3983,3783,11,3170,4436,944,279,12884,79736,1221,30,1416,79736,374,279,39143,45306,11,432,1265,387,36967,279,1429,13,10696,1576,1039,6414,525,803,16216,311,6303,476,7196,582,1513,944,1490,279,79736,438,70149,30,358,2776,537,11368,2704,911,429,949,382,14037,3381,25,2337,63819,323,42984,11,279,12884,10577,2518,476,18575,13,2938,594,979,279,7015,374,12128,311,279,34074,11,773,3100,702,311,1494,1526,803,16566,13,576,5021,1815,1136,10175,700,279,6303,323,6176,11,9380,279,2518,82,323,84038,13,2055,429,14758,3170,7015,4917,525,27197,382,40,1083,5775,911,24761,27887,419,13,1416,1052,594,264,2696,315,16205,476,18730,304,279,3720,11,1558,432,2297,279,1894,30,10696,2337,305,13619,2849,11,279,12884,3171,944,1401,438,6303,1576,1008,92859,39878,448,279,71816,1939,4416,10687,432,678,3786,25,979,39020,28833,9237,594,16566,11,2155,7987,8865,700,4152,311,862,28765,16230,24722,323,71816,5888,13,8697,3100,1136,10175,803,11,773,582,1490,264,6303,12884,13,2411,63819,476,42984,11,279,3100,702,311,5821,1526,803,16566,11,71816,6303,3123,11,9380,5021,92859,1075,2518,323,18575,382,40,1744,429,3643,5530,13,358,1265,4658,1779,421,419,374,13382,323,7196,1401,705,1045,8173,389,13255,62969,71816,323,44375,6239,389,3100,13,1988,504,1128,358,6099,11,432,594,678,911,1246,2155,7987,315,3100,35692,438,807,1494,1526,279,9237,594,16566,624,151649,271,785,12884,7952,6303,4152,311,264,24844,2598,13255,62969,71816,13,3197,39020,28833,9237,594,16566,11,432,83161,448,34615,323,2613,18730,304,279,3720,13,10698,261,92859,315,3100,11,1741,438,6303,323,79736,11,525,36967,803,1091,5021,92859,1075,2518,323,18575,13,1096,71816,11137,279,12884,311,4994,6303,2337,279,1899,1576,1039,6414,525,803,16216,311,6303,3100,13,4710,16014,63819,476,42984,11,279,7015,374,12128,311,279,34074,11,22703,39020,311,1494,1526,803,16566,13,1096,5021,1815,1136,10175,700,279,23327,6303,323,6176,92859,11,9380,279,5021,2518,323,18575,81657,9434,304,279,12884,382,641,305,13619,4682,11,24761,11,476,1008,44375,18730,11,419,71816,2456,646,387,28752,11,13581,10018,279,1894,315,279,12884,7797,264,5297,6303,11094,13],&quot;total_duration&quot;:258843215600,&quot;load_duration&quot;:41520000,&quot;prompt_eval_count&quot;:9,&quot;prompt_eval_duration&quot;:2031000000,&quot;eval_count&quot;:653,&quot;eval_duration&quot;:256769000000}</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>model</td><td><span>&quot;deepseek-r1:7b&quot;</span></td></tr><tr><td>created_at</td><td><span>&quot;2025-03-18T07:00:20.9213988Z&quot;</span></td></tr><tr><td>response</td><td><span>&quot;&lt;think&gt;\n",
       "Okay, so I&#39;m trying to figure out why the sky is blue. I remember when I was a kid, my older brother used to tell me that it&#39;s because of something with light and the atmosphere. But now, as an adult, I want to dig deeper into this.\n",
       "\n",
       "First off, I think about what causes the color we see in the sky. When sunlight passes through Earth&#39;s atmosphere, I know that different colors of light travel at different speeds. Red is slower than blue, right? So maybe when sunlight enters the atmosphere, it gets dispersed or something. But how exactly does that lead to the sky being blue?\n",
       "\n",
       "I recall hearing about Rayleigh scattering somewhere. That must be related. Rayleigh scattering involves light interacting with molecules in the air. I think it&#39;s when shorter wavelengths of light (like blue and violet) are scattered more than longer ones (like red and orange). So, during the day, when sunlight passes through the atmosphere, blue light scatters all around, making the sky look blue instead of violet.\n",
       "\n",
       "But wait, why isn&#39;t the sky violet then? If violet is the shortest wavelength, it should be scattered the most. Maybe because our eyes are more sensitive to blue or maybe we don&#39;t see the violet as distinctly? I&#39;m not entirely sure about that part.\n",
       "\n",
       "Another thought: during sunrise and sunset, the sky turns red or orange. That&#39;s when the sun is closer to the horizon, so light has to pass through more atmosphere. The longer path scatters out the blue and green, leaving the reds and oranges. So that explains why sunsets are colored.\n",
       "\n",
       "I also wonder about pollution affecting this. If there&#39;s a lot of smoke or particles in the air, does it change the color? Maybe during hazy days, the sky doesn&#39;t look as blue because other wavelengths interfere with the scattering?\n",
       "\n",
       "So putting it all together: when sunlight enters Earth&#39;s atmosphere, different colors spread out due to their varying interaction speeds and scattering properties. Blue light scatters more, so we see a blue sky. At sunrise or sunset, the light has to travel through more atmosphere, scattering blue away, leaving longer wavelengths like red and orange.\n",
       "\n",
       "I think that makes sense. I should probably check if this is accurate and maybe look up some sources on Rayleigh scattering and atmospheric effects on light. But from what I remember, it&#39;s all about how different colors of light behave as they pass through the Earth&#39;s atmosphere.\n",
       "&lt;/think&gt;\n",
       "\n",
       "The sky appears blue due to a phenomenon called Rayleigh scattering. When sunlight enters Earth&#39;s atmosphere, it interacts with molecules and small particles in the air. Shorter wavelengths of light, such as blue and violet, are scattered more than longer wavelengths like red and orange. This scattering causes the sky to appear blue during the day because our eyes are more sensitive to blue light. \n",
       "\n",
       "During sunrise or sunset, the sun is closer to the horizon, requiring sunlight to pass through more atmosphere. This longer path scatters out the shorter blue and green wavelengths, leaving the longer red and orange hues visible in the sky.\n",
       "\n",
       "In hazy conditions, pollution, or other atmospheric particles, this scattering effect can be altered, potentially changing the color of the sky beyond a standard blue appearance.&quot;</span></td></tr><tr><td>done</td><td><span>true</span></td></tr><tr><td>done_reason</td><td><span>&quot;stop&quot;</span></td></tr><tr><td>context</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>[151644,10234,374,279,12884,6303,30,151645,151648,198,32313,11,773,358,2776,4460,311,7071,700,3170,279,12884,374,6303,13,358,6099,979,358,572,264,10369,11,847,9014,10641,1483,311,3291,752,429,432,594,1576,315,2494,448,3100,323,279,16566,13,1988,1431,11,438,458,6683,11,358,1366,311,4078,19117,1119,419,382,5338,1007,11,358,1744,911,1128,11137,279,1894,582,1490,304,279,12884,13,3197,39020,16211,1526,9237,594,16566,11,358,1414,429,2155,7987,315,3100,5821,518,2155,24722,13,3731,374,28393,1091,6303,11,1290,30,2055,7196,979,39020,28833,279,16566,11,432,5221,76710,476,2494,13,1988,1246,6896,1558,429,2990,311,279,12884,1660,6303,1939,40,19091,10778,911,13255,62969,71816,14696,13,2938,1969,387,5435,13,13255,62969,71816,17601,3100,44730,448,34615,304,279,3720,13,358,1744,432,594,979,23327,92859,315,3100,320,4803,6303,323,79736,8,525,36967,803,1091,5021,6174,320,4803,2518,323,18575,568,2055,11,2337,279,1899,11,979,39020,16211,1526,279,16566,11,6303,3100,1136,10175,678,2163,11,3259,279,12884,1401,6303,4518,315,79736,382,3983,3783,11,3170,4436,944,279,12884,79736,1221,30,1416,79736,374,279,39143,45306,11,432,1265,387,36967,279,1429,13,10696,1576,1039,6414,525,803,16216,311,6303,476,7196,582,1513,944,1490,279,79736,438,70149,30,358,2776,537,11368,2704,911,429,949,382,14037,3381,25,2337,63819,323,42984,11,279,12884,10577,2518,476,18575,13,2938,594,979,279,7015,374,12128,311,279,34074,11,773,3100,702,311,1494,1526,803,16566,13,576,5021,1815,1136,10175,700,279,6303,323,6176,11,9380,279,2518,82,323,84038,13,2055,429,14758,3170,7015,4917,525,27197,382,40,1083,5775,911,24761,27887,419,13,1416,1052,594,264,2696,315,16205,476,18730,304,279,3720,11,1558,432,2297,279,1894,30,10696,2337,305,13619,2849,11,279,12884,3171,944,1401,438,6303,1576,1008,92859,39878,448,279,71816,1939,4416,10687,432,678,3786,25,979,39020,28833,9237,594,16566,11,2155,7987,8865,700,4152,311,862,28765,16230,24722,323,71816,5888,13,8697,3100,1136,10175,803,11,773,582,1490,264,6303,12884,13,2411,63819,476,42984,11,279,3100,702,311,5821,1526,803,16566,11,71816,6303,3123,11,9380,5021,92859,1075,2518,323,18575,382,40,1744,429,3643,5530,13,358,1265,4658,1779,421,419,374,13382,323,7196,1401,705,1045,8173,389,13255,62969,71816,323,44375,6239,389,3100,13,1988,504,1128,358,6099,11,432,594,678,911,1246,2155,7987,315,3100,35692,438,807,1494,1526,279,9237,594,16566,624,151649,271,785,12884,7952,6303,4152,311,264,24844,2598,13255,62969,71816,13,3197,39020,28833,9237,594,16566,11,432,83161,448,34615,323,2613,18730,304,279,3720,13,10698,261,92859,315,3100,11,1741,438,6303,323,79736,11,525,36967,803,1091,5021,92859,1075,2518,323,18575,13,1096,71816,11137,279,12884,311,4994,6303,2337,279,1899,1576,1039,6414,525,803,16216,311,6303,3100,13,4710,16014,63819,476,42984,11,279,7015,374,12128,311,279,34074,11,22703,39020,311,1494,1526,803,16566,13,1096,5021,1815,1136,10175,700,279,23327,6303,323,6176,92859,11,9380,279,5021,2518,323,18575,81657,9434,304,279,12884,382,641,305,13619,4682,11,24761,11,476,1008,44375,18730,11,419,71816,2456,646,387,28752,11,13581,10018,279,1894,315,279,12884,7797,264,5297,6303,11094,13]</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td><span><div class=\"dni-plaintext\"><pre>151644</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>10234</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>374</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>12884</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>30</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>151645</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>151648</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>198</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>32313</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>773</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>358</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2776</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>4460</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>311</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>7071</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>700</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3170</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>12884</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>374</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>358</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6099</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>979</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>358</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>572</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>264</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>10369</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>847</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>9014</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>10641</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1483</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>311</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3291</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>752</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>429</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>432</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>594</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1576</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>315</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2494</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>448</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3100</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>323</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16566</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1988</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1431</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>438</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>458</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6683</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>358</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1366</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>311</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>4078</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>19117</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1119</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>419</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>382</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>5338</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1007</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>358</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1744</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>911</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1128</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11137</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1894</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>582</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1490</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>304</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>12884</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3197</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>39020</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16211</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1526</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>9237</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>594</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16566</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>358</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1414</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>429</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2155</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>7987</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>315</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3100</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>5821</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>518</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2155</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>24722</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3731</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>374</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>28393</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1091</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1290</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>30</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2055</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>7196</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>979</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>39020</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>28833</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16566</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>432</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>5221</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>76710</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>476</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2494</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1988</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1246</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6896</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1558</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>429</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2990</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>311</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>12884</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1660</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1939</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>40</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>19091</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>10778</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>911</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13255</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>62969</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>71816</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>14696</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2938</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1969</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>387</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>5435</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13255</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>62969</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>71816</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>17601</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3100</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>44730</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>448</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>34615</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>304</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3720</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>358</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1744</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>432</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>594</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>979</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>23327</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>92859</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>315</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3100</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>320</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>4803</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>323</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>79736</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>8</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>525</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>36967</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>803</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1091</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>5021</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6174</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>320</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>4803</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2518</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>323</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>18575</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>568</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2055</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2337</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1899</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>979</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>39020</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16211</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1526</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16566</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3100</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1136</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>10175</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>678</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2163</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3259</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>12884</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1401</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>4518</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>315</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>79736</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>382</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3983</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3783</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3170</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>4436</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>944</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>12884</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>79736</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1221</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>30</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1416</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>79736</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>374</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>39143</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>45306</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>432</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1265</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>387</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>36967</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1429</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>10696</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1576</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1039</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6414</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>525</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>803</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16216</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>311</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>476</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>7196</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>582</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1513</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>944</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1490</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>79736</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>438</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>70149</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>30</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>358</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2776</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>537</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11368</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2704</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>911</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>429</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>949</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>382</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>14037</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3381</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>25</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2337</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>63819</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>323</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>42984</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>12884</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>10577</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2518</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>476</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>18575</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2938</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>594</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>979</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>7015</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>374</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>12128</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>311</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>34074</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>773</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3100</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>702</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>311</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1494</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1526</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>803</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16566</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>576</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>5021</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1815</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1136</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>10175</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>700</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>323</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6176</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>9380</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2518</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>82</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>323</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>84038</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2055</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>429</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>14758</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3170</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>7015</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>4917</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>525</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>27197</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>382</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>40</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1083</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>5775</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>911</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>24761</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>27887</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>419</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1416</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1052</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>594</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>264</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2696</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>315</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16205</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>476</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>18730</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>304</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3720</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1558</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>432</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2297</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1894</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>30</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>10696</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2337</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>305</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13619</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2849</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>12884</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3171</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>944</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1401</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>438</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1576</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1008</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>92859</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>39878</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>448</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>71816</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1939</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>4416</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>10687</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>432</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>678</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3786</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>25</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>979</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>39020</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>28833</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>9237</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>594</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16566</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2155</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>7987</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>8865</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>700</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>4152</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>311</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>862</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>28765</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16230</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>24722</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>323</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>71816</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>5888</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>8697</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3100</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1136</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>10175</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>803</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>773</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>582</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1490</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>264</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>12884</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2411</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>63819</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>476</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>42984</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3100</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>702</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>311</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>5821</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1526</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>803</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16566</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>71816</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3123</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>9380</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>5021</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>92859</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1075</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2518</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>323</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>18575</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>382</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>40</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1744</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>429</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3643</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>5530</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>358</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1265</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>4658</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1779</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>421</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>419</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>374</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13382</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>323</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>7196</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1401</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>705</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1045</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>8173</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>389</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13255</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>62969</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>71816</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>323</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>44375</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6239</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>389</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3100</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1988</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>504</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1128</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>358</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6099</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>432</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>594</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>678</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>911</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1246</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2155</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>7987</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>315</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3100</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>35692</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>438</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>807</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1494</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1526</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>9237</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>594</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16566</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>624</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>151649</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>271</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>785</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>12884</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>7952</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>4152</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>311</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>264</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>24844</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2598</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13255</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>62969</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>71816</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3197</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>39020</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>28833</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>9237</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>594</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16566</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>432</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>83161</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>448</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>34615</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>323</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2613</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>18730</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>304</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3720</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>10698</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>261</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>92859</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>315</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3100</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1741</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>438</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>323</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>79736</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>525</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>36967</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>803</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1091</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>5021</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>92859</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1075</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2518</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>323</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>18575</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1096</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>71816</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11137</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>12884</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>311</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>4994</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2337</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1899</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1576</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1039</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6414</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>525</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>803</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16216</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>311</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>3100</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>4710</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16014</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>63819</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>476</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>42984</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>7015</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>374</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>12128</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>311</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>34074</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>22703</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>39020</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>311</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1494</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1526</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>803</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>16566</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1096</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>5021</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1815</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1136</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>10175</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>700</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>23327</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>323</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6176</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>92859</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>9380</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>5021</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2518</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>323</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>18575</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>81657</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>9434</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>304</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>12884</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>382</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>641</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>305</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13619</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>4682</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>24761</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>476</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1008</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>44375</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>18730</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>419</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>71816</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>2456</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>646</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>387</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>28752</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13581</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>10018</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>1894</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>315</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>279</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>12884</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>7797</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>264</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>5297</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>6303</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>11094</pre></div></span></td></tr><tr><td><span><div class=\"dni-plaintext\"><pre>13</pre></div></span></td></tr></tbody></table></div></details></td></tr><tr><td>total_duration</td><td><span><div class=\"dni-plaintext\"><pre>2.5884321E+11</pre></div></span></td></tr><tr><td>load_duration</td><td><span><div class=\"dni-plaintext\"><pre>41520000</pre></div></span></td></tr><tr><td>prompt_eval_count</td><td><span><div class=\"dni-plaintext\"><pre>9</pre></div></span></td></tr><tr><td>prompt_eval_duration</td><td><span><div class=\"dni-plaintext\"><pre>2.031E+09</pre></div></span></td></tr><tr><td>eval_count</td><td><span><div class=\"dni-plaintext\"><pre>653</pre></div></span></td></tr><tr><td>eval_duration</td><td><span><div class=\"dni-plaintext\"><pre>2.56769E+11</pre></div></span></td></tr></tbody></table></div></details></details></div></div><style>\r\n",
       ".dni-code-hint {\r\n",
       "    font-style: italic;\r\n",
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       ".dni-treeview {\r\n",
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       "table tr { \r\n",
       "    vertical-align: top; \r\n",
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       "}\r\n",
       "table tr td pre \r\n",
       "{ \r\n",
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       "}\r\n",
       "</style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "POST http://localhost:11434/api/generate \n",
    "{\n",
    "  \"model\": \"deepseek-r1:7b\",\n",
    "  \"stream\": false,\n",
    "  \"prompt\": \"Why is the sky blue?\"\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### POST /api/chat\n",
    "\n",
    "\n",
    "##### chat without stream\n",
    "\n",
    "```\n",
    "curl http://localhost:11434/api/chat -d '{\n",
    "  \"model\": \"deepseek-r1:7b\",\n",
    "  \"stream\": false,\n",
    "  \"messages\": [\n",
    "    {\n",
    "      \"role\": \"user\",\n",
    "      \"content\": \"why is the sky blue?\"\n",
    "    }\n",
    "  ]\n",
    "}'\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### chat with tools\n",
    "```\n",
    "curl http://localhost:11434/api/chat -d '{\n",
    "  \"model\": \"llama3.2\",\n",
    "  \"messages\": [\n",
    "    {\n",
    "      \"role\": \"user\",\n",
    "      \"content\": \"What is the weather today in Paris?\"\n",
    "    }\n",
    "  ],\n",
    "  \"stream\": false,\n",
    "  \"tools\": [\n",
    "    {\n",
    "      \"type\": \"function\",\n",
    "      \"function\": {\n",
    "        \"name\": \"get_current_weather\",\n",
    "        \"description\": \"Get the current weather for a location\",\n",
    "        \"parameters\": {\n",
    "          \"type\": \"object\",\n",
    "          \"properties\": {\n",
    "            \"location\": {\n",
    "              \"type\": \"string\",\n",
    "              \"description\": \"The location to get the weather for, e.g. San Francisco, CA\"\n",
    "            },\n",
    "            \"format\": {\n",
    "              \"type\": \"string\",\n",
    "              \"description\": \"The format to return the weather in, e.g. 'celsius' or 'fahrenheit'\",\n",
    "              \"enum\": [\"celsius\", \"fahrenheit\"]\n",
    "            }\n",
    "          },\n",
    "          \"required\": [\"location\", \"format\"]\n",
    "        }\n",
    "      }\n",
    "    }\n",
    "  ]\n",
    "}'\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "dotnet_interactive": {
     "language": "http"
    },
    "polyglot_notebook": {
     "kernelName": "http"
    },
    "vscode": {
     "languageId": "polyglot-notebook"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"http-response-message-container\"><style type=\"text/css\">\r\n",
       "            .http-response-message-container {\r\n",
       "                display: flex;\r\n",
       "                flex-wrap: wrap;\r\n",
       "            }\r\n",
       "\r\n",
       "            .http-response-message-container > div {\r\n",
       "                margin: .5em;\r\n",
       "                padding: 1em;\r\n",
       "                border: 1px solid;\r\n",
       "            }\r\n",
       "\r\n",
       "            .http-response-message-container > div > h2 {\r\n",
       "                margin-top: 0;\r\n",
       "            }\r\n",
       "\r\n",
       "            .http-response-message-container > div > h3 {\r\n",
       "                margin-bottom: 0;\r\n",
       "            }\r\n",
       "\r\n",
       "            .http-response-message-container summary {\r\n",
       "                margin: 1em 0;\r\n",
       "                font-size: 1.17em;\r\n",
       "                font-weight: 700;\r\n",
       "            }\r\n",
       "\r\n",
       "            @keyframes blink {\r\n",
       "                0% {\r\n",
       "                  opacity: .2;\r\n",
       "                }\r\n",
       "                20% {\r\n",
       "                  opacity: 1;\r\n",
       "                }\r\n",
       "                100% {\r\n",
       "                  opacity: .2;\r\n",
       "                }\r\n",
       "            }\r\n",
       "\r\n",
       "            .ellipsis span {\r\n",
       "                animation-name: blink;\r\n",
       "                animation-duration: 1.4s;\r\n",
       "                animation-iteration-count: infinite;\r\n",
       "                animation-fill-mode: both;\r\n",
       "            }\r\n",
       "\r\n",
       "            .ellipsis span:nth-child(2) {\r\n",
       "                animation-delay: .2s;\r\n",
       "            }\r\n",
       "\r\n",
       "            .ellipsis span:nth-child(3) {\r\n",
       "                animation-delay: .4s;\r\n",
       "            }</style><div><h2>Request</h2><hr></hr><h3>POST <a href=\"http://localhost:11434/api/chat\">http://localhost:11434/api/chat</a> HTTP/1.1</h3><details><summary>Headers</summary><table><thead><tr><th>Name</th><th>Value</th></tr></thead><tbody><tr><td>traceparent</td><td>00-7b5400c6c47b68fff0502d748f07fd8b-eacdafa345627016-00</td></tr><tr><td>Content-Type</td><td>text/plain; charset=utf-8</td></tr><tr><td>Content-Length</td><td>870</td></tr></tbody></table></details><details><summary>Body (application/json; charset=utf-8, 870 bytes)</summary><pre>{\n",
       "  &quot;model&quot;: &quot;llama3.2&quot;,\n",
       "  &quot;messages&quot;: [\n",
       "    {\n",
       "      &quot;role&quot;: &quot;user&quot;,\n",
       "      &quot;content&quot;: &quot;What is the weather today in Paris?&quot;\n",
       "    }\n",
       "  ],\n",
       "  &quot;stream&quot;: false,\n",
       "  &quot;tools&quot;: [\n",
       "    {\n",
       "      &quot;type&quot;: &quot;function&quot;,\n",
       "      &quot;function&quot;: {\n",
       "        &quot;name&quot;: &quot;get_current_weather&quot;,\n",
       "        &quot;description&quot;: &quot;Get the current weather for a location&quot;,\n",
       "        &quot;parameters&quot;: {\n",
       "          &quot;type&quot;: &quot;object&quot;,\n",
       "          &quot;properties&quot;: {\n",
       "            &quot;location&quot;: {\n",
       "              &quot;type&quot;: &quot;string&quot;,\n",
       "              &quot;description&quot;: &quot;The location to get the weather for, e.g. San Francisco, CA&quot;\n",
       "            },\n",
       "            &quot;format&quot;: {\n",
       "              &quot;type&quot;: &quot;string&quot;,\n",
       "              &quot;description&quot;: &quot;The format to return the weather in, e.g. &#39;celsius&#39; or &#39;fahrenheit&#39;&quot;,\n",
       "              &quot;enum&quot;: [&quot;celsius&quot;, &quot;fahrenheit&quot;]\n",
       "            }\n",
       "          },\n",
       "          &quot;required&quot;: [&quot;location&quot;, &quot;format&quot;]\n",
       "        }\n",
       "      }\n",
       "    }\n",
       "  ]\n",
       "}</pre></details></div><div><h2>Response</h2><hr></hr><h3>HTTP/1.1 200 OK (18910.8 ms)</h3><details open=\"True\"><summary>Headers</summary><table><thead><tr><th>Name</th><th>Value</th></tr></thead><tbody><tr><td>Date</td><td>Tue, 18 Mar 2025 07:00:40 GMT</td></tr><tr><td>Content-Type</td><td>application/json; charset=utf-8</td></tr><tr><td>Content-Length</td><td>410</td></tr></tbody></table></details><details><summary>Body (application/json; charset=utf-8, 410 bytes)</summary><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>{&quot;model&quot;:&quot;llama3.2&quot;,&quot;created_at&quot;:&quot;2025-03-18T07:00:40.1871892Z&quot;,&quot;message&quot;:{&quot;role&quot;:&quot;assistant&quot;,&quot;content&quot;:&quot;&quot;,&quot;tool_calls&quot;:[{&quot;function&quot;:{&quot;name&quot;:&quot;get_current_weather&quot;,&quot;arguments&quot;:{&quot;format&quot;:&quot;celsius&quot;,&quot;location&quot;:&quot;Paris&quot;}}}]},&quot;done_reason&quot;:&quot;stop&quot;,&quot;done&quot;:true,&quot;total_duration&quot;:18907773200,&quot;load_duration&quot;:13477929200,&quot;prompt_eval_count&quot;:217,&quot;prompt_eval_duration&quot;:3735000000,&quot;eval_count&quot;:25,&quot;eval_duration&quot;:1689000000}</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>model</td><td><span>&quot;llama3.2&quot;</span></td></tr><tr><td>created_at</td><td><span>&quot;2025-03-18T07:00:40.1871892Z&quot;</span></td></tr><tr><td>message</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>{&quot;role&quot;:&quot;assistant&quot;,&quot;content&quot;:&quot;&quot;,&quot;tool_calls&quot;:[{&quot;function&quot;:{&quot;name&quot;:&quot;get_current_weather&quot;,&quot;arguments&quot;:{&quot;format&quot;:&quot;celsius&quot;,&quot;location&quot;:&quot;Paris&quot;}}}]}</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>role</td><td><span>&quot;assistant&quot;</span></td></tr><tr><td>content</td><td><span>&quot;&quot;</span></td></tr><tr><td>tool_calls</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>[{&quot;function&quot;:{&quot;name&quot;:&quot;get_current_weather&quot;,&quot;arguments&quot;:{&quot;format&quot;:&quot;celsius&quot;,&quot;location&quot;:&quot;Paris&quot;}}}]</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>{&quot;function&quot;:{&quot;name&quot;:&quot;get_current_weather&quot;,&quot;arguments&quot;:{&quot;format&quot;:&quot;celsius&quot;,&quot;location&quot;:&quot;Paris&quot;}}}</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>function</td><td>{\"name\":\"get_current_weather\",\"arguments\":{\"format\":\"celsius\",\"location\":\"Paris\"}}</td></tr></tbody></table></div></details></td></tr></tbody></table></div></details></td></tr></tbody></table></div></details></td></tr><tr><td>done_reason</td><td><span>&quot;stop&quot;</span></td></tr><tr><td>done</td><td><span>true</span></td></tr><tr><td>total_duration</td><td><span><div class=\"dni-plaintext\"><pre>1.8907773E+10</pre></div></span></td></tr><tr><td>load_duration</td><td><span><div class=\"dni-plaintext\"><pre>1.3477929E+10</pre></div></span></td></tr><tr><td>prompt_eval_count</td><td><span><div class=\"dni-plaintext\"><pre>217</pre></div></span></td></tr><tr><td>prompt_eval_duration</td><td><span><div class=\"dni-plaintext\"><pre>3.735E+09</pre></div></span></td></tr><tr><td>eval_count</td><td><span><div class=\"dni-plaintext\"><pre>25</pre></div></span></td></tr><tr><td>eval_duration</td><td><span><div class=\"dni-plaintext\"><pre>1.689E+09</pre></div></span></td></tr></tbody></table></div></details></details></div></div><style>\r\n",
       ".dni-code-hint {\r\n",
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       "}\r\n",
       "table td {\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "table tr { \r\n",
       "    vertical-align: top; \r\n",
       "    margin: 0em 0px;\r\n",
       "}\r\n",
       "table tr td pre \r\n",
       "{ \r\n",
       "    vertical-align: top !important; \r\n",
       "    margin: 0em 0px !important;\r\n",
       "} \r\n",
       "table th {\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "</style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "POST http://localhost:11434/api/chat \n",
    "{\n",
    "  \"model\": \"llama3.2\",\n",
    "  \"messages\": [\n",
    "    {\n",
    "      \"role\": \"user\",\n",
    "      \"content\": \"What is the weather today in Paris?\"\n",
    "    }\n",
    "  ],\n",
    "  \"stream\": false,\n",
    "  \"tools\": [\n",
    "    {\n",
    "      \"type\": \"function\",\n",
    "      \"function\": {\n",
    "        \"name\": \"get_current_weather\",\n",
    "        \"description\": \"Get the current weather for a location\",\n",
    "        \"parameters\": {\n",
    "          \"type\": \"object\",\n",
    "          \"properties\": {\n",
    "            \"location\": {\n",
    "              \"type\": \"string\",\n",
    "              \"description\": \"The location to get the weather for, e.g. San Francisco, CA\"\n",
    "            },\n",
    "            \"format\": {\n",
    "              \"type\": \"string\",\n",
    "              \"description\": \"The format to return the weather in, e.g. 'celsius' or 'fahrenheit'\",\n",
    "              \"enum\": [\"celsius\", \"fahrenheit\"]\n",
    "            }\n",
    "          },\n",
    "          \"required\": [\"location\", \"format\"]\n",
    "        }\n",
    "      }\n",
    "    }\n",
    "  ]\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "参考：https://sspai.com/post/85193"
   ]
  },
  {
   "attachments": {
    "image-2.png": {
     "image/png": 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"
    },
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 运行 GGUF 模型\n",
    "\n",
    "![ollama+hf](attachment:image.png)\n",
    "\n",
    "Ollama 支持直接运行Hugging Face 的GGUF 格式模型，具体可详参：[Use Ollama with any GGUF Model on Hugging Face Hub](https://huggingface.co/docs/hub/en/ollama)。\n",
    "\n",
    "1. `ollama run hf.co/{username}/{repository}`\n",
    "    ```\n",
    "    ollama run hf.co/bartowski/Llama-3.2-1B-Instruct-GGUF\n",
    "    ollama run hf.co/mlabonne/Meta-Llama-3.1-8B-Instruct-abliterated-GGUF\n",
    "    ollama run hf.co/arcee-ai/SuperNova-Medius-GGUF\n",
    "    ollama run hf.co/bartowski/Humanish-LLama3-8B-Instruct-GGUF\n",
    "    ```\n",
    "2. `ollama run hf.co/{username}/{repository}:{quantization}`\n",
    "\n",
    "    ![ollama quantization](attachment:image-2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SK 集成 Ollama 本地大模型\n",
    "\n",
    "需要安装`Microsoft.SemanticKernel.Connectors.Ollama`，目前是实验版本，注意禁用Warning：\n",
    "> #pragma warning disable SKEXP0070"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "polyglot_notebook": {
     "kernelName": "csharp"
    },
    "vscode": {
     "languageId": "polyglot-notebook"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><div></div><div></div><div><strong>Installed Packages</strong><ul><li><span>Microsoft.SemanticKernel.Connectors.Ollama, 1.41.0-alpha</span></li></ul></div></div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#r \"nuget: Microsoft.SemanticKernel.Connectors.Ollama,*-*\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "polyglot_notebook": {
     "kernelName": "csharp"
    },
    "vscode": {
     "languageId": "polyglot-notebook"
    }
   },
   "outputs": [],
   "source": [
    "using Microsoft.SemanticKernel;\n",
    "using Microsoft.SemanticKernel.ChatCompletion;\n",
    "using Microsoft.SemanticKernel.Connectors.Ollama;\n",
    "\n",
    "var builder = Kernel.CreateBuilder();\n",
    "var chatModelId = \"llama3.2\";\n",
    "var embeddingModelId = \"quentinz/bge-large-zh-v1.5:latest\";\n",
    "var endpoint = new Uri(\"http://localhost:11434\");\n",
    "\n",
    "#pragma warning disable SKEXP0070\n",
    "builder.Services.AddOllamaChatCompletion(chatModelId, endpoint);\n",
    "builder.Services.AddOllamaTextEmbeddingGeneration(embeddingModelId, endpoint);\n",
    "#pragma warning restore SKEXP0070\n",
    "var kernel = builder.Build();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "聊天补全示例："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "polyglot_notebook": {
     "kernelName": "csharp"
    },
    "vscode": {
     "languageId": "polyglot-notebook"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<details open=\"open\" class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>I&#39;m an artificial intelligence model known as Llama. Llama stands for &quot;Large Language Model Meta AI.&quot;</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Function</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>InvokePromptAsync_e679ce2ddc254a959ec3fce69ae46401</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>InvokePromptAsync_e679ce2ddc254a959ec3fce69ae46401</pre></div></td></tr><tr><td>PluginName</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre>Generic function, unknown purpose</pre></div></td></tr><tr><td>Metadata</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>Microsoft.SemanticKernel.KernelFunctionMetadata</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>InvokePromptAsync_e679ce2ddc254a959ec3fce69ae46401</pre></div></td></tr><tr><td>PluginName</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre>Generic function, unknown purpose</pre></div></td></tr><tr><td>Parameters</td><td><i>(empty)</i></td></tr><tr><td>ReturnParameter</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>Microsoft.SemanticKernel.KernelReturnParameterMetadata</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>ParameterType</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>Schema</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>AdditionalProperties</td><td><i>(empty)</i></td></tr></tbody></table></div></details></td></tr><tr><td>ExecutionSettings</td><td><i>(empty)</i></td></tr></tbody></table></div></details></td></tr><tr><td>Metadata</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>Culture</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td></td></tr><tr><td>LCID</td><td>127</td></tr><tr><td>KeyboardLayoutId</td><td>127</td></tr><tr><td>Name</td><td></td></tr><tr><td>IetfLanguageTag</td><td></td></tr><tr><td>DisplayName</td><td>Invariant Language (Invariant Country)</td></tr><tr><td>NativeName</td><td>Invariant Language (Invariant Country)</td></tr><tr><td>EnglishName</td><td>Invariant Language (Invariant Country)</td></tr><tr><td>TwoLetterISOLanguageName</td><td>iv</td></tr><tr><td>ThreeLetterISOLanguageName</td><td>ivl</td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td>IVL</td></tr><tr><td>CompareInfo</td><td>CompareInfo - </td></tr><tr><td>TextInfo</td><td>TextInfo - </td></tr><tr><td>IsNeutralCulture</td><td>False</td></tr><tr><td>CultureTypes</td><td>SpecificCultures, InstalledWin32Cultures</td></tr><tr><td>NumberFormat</td><td>System.Globalization.NumberFormatInfo</td></tr><tr><td>DateTimeFormat</td><td>System.Globalization.DateTimeFormatInfo</td></tr><tr><td>Calendar</td><td>System.Globalization.GregorianCalendar</td></tr><tr><td>OptionalCalendars</td><td>[ System.Globalization.GregorianCalendar ]</td></tr><tr><td>UseUserOverride</td><td>False</td></tr><tr><td>IsReadOnly</td><td>True</td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td></td></tr><tr><td>Version</td><td>System.Globalization.SortVersion</td></tr><tr><td>LCID</td><td>127</td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td>1252</td></tr><tr><td>OEMCodePage</td><td>437</td></tr><tr><td>MacCodePage</td><td>10000</td></tr><tr><td>EBCDICCodePage</td><td>37</td></tr><tr><td>LCID</td><td>127</td></tr><tr><td>CultureName</td><td></td></tr><tr><td>IsReadOnly</td><td>True</td></tr><tr><td>ListSeparator</td><td>,</td></tr><tr><td>IsRightToLeft</td><td>False</td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td>2</td></tr><tr><td>CurrencyDecimalSeparator</td><td>.</td></tr><tr><td>IsReadOnly</td><td>True</td></tr><tr><td>CurrencyGroupSizes</td><td>[ 3 ]</td></tr><tr><td>NumberGroupSizes</td><td>[ 3 ]</td></tr><tr><td>PercentGroupSizes</td><td>[ 3 ]</td></tr><tr><td>CurrencyGroupSeparator</td><td>,</td></tr><tr><td>CurrencySymbol</td><td>¤</td></tr><tr><td>NaNSymbol</td><td>NaN</td></tr><tr><td>CurrencyNegativePattern</td><td>0</td></tr><tr><td>NumberNegativePattern</td><td>1</td></tr><tr><td>PercentPositivePattern</td><td>0</td></tr><tr><td>PercentNegativePattern</td><td>0</td></tr><tr><td>NegativeInfinitySymbol</td><td>-Infinity</td></tr><tr><td>NegativeSign</td><td>-</td></tr><tr><td>NumberDecimalDigits</td><td>2</td></tr><tr><td>NumberDecimalSeparator</td><td>.</td></tr><tr><td>NumberGroupSeparator</td><td>,</td></tr><tr><td>CurrencyPositivePattern</td><td>0</td></tr><tr><td>PositiveInfinitySymbol</td><td>Infinity</td></tr><tr><td>PositiveSign</td><td>+</td></tr><tr><td>PercentDecimalDigits</td><td>2</td></tr><tr><td>PercentDecimalSeparator</td><td>.</td></tr><tr><td>PercentGroupSeparator</td><td>,</td></tr><tr><td>PercentSymbol</td><td>%</td></tr><tr><td>PerMilleSymbol</td><td>‰</td></tr><tr><td>NativeDigits</td><td>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</td></tr><tr><td>DigitSubstitution</td><td>None</td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td>AM</td></tr><tr><td>Calendar</td><td>System.Globalization.GregorianCalendar</td></tr><tr><td>DateSeparator</td><td>/</td></tr><tr><td>FirstDayOfWeek</td><td>Sunday</td></tr><tr><td>CalendarWeekRule</td><td>FirstDay</td></tr><tr><td>FullDateTimePattern</td><td>dddd, dd MMMM yyyy HH:mm:ss</td></tr><tr><td>LongDatePattern</td><td>dddd, dd MMMM yyyy</td></tr><tr><td>LongTimePattern</td><td>HH:mm:ss</td></tr><tr><td>MonthDayPattern</td><td>MMMM dd</td></tr><tr><td>PMDesignator</td><td>PM</td></tr><tr><td>RFC1123Pattern</td><td>ddd, dd MMM yyyy HH':'mm':'ss 'GMT'</td></tr><tr><td>ShortDatePattern</td><td>MM/dd/yyyy</td></tr><tr><td>ShortTimePattern</td><td>HH:mm</td></tr><tr><td>SortableDateTimePattern</td><td>yyyy'-'MM'-'dd'T'HH':'mm':'ss</td></tr><tr><td>TimeSeparator</td><td>:</td></tr><tr><td>UniversalSortableDateTimePattern</td><td>yyyy'-'MM'-'dd HH':'mm':'ss'Z'</td></tr><tr><td>YearMonthPattern</td><td>yyyy MMMM</td></tr><tr><td>AbbreviatedDayNames</td><td>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</td></tr><tr><td>ShortestDayNames</td><td>[ Su, Mo, Tu, We, Th, Fr, Sa ]</td></tr><tr><td>DayNames</td><td>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</td></tr><tr><td>AbbreviatedMonthNames</td><td>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</td></tr><tr><td>MonthNames</td><td>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</td></tr><tr><td>IsReadOnly</td><td>True</td></tr><tr><td>NativeCalendarName</td><td>Gregorian Calendar</td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</td></tr><tr><td>MonthGenitiveNames</td><td>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td>1/1/0001 12:00:00 AM</td></tr><tr><td>MaxSupportedDateTime</td><td>12/31/9999 11:59:59 PM</td></tr><tr><td>AlgorithmType</td><td>SolarCalendar</td></tr><tr><td>CalendarType</td><td>Localized</td></tr><tr><td>Eras</td><td>[ 1 ]</td></tr><tr><td>TwoDigitYearMax</td><td>2049</td></tr><tr><td>IsReadOnly</td><td>True</td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td>System.Globalization.GregorianCalendar</td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Version</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.SortVersion</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>FullVersion</td><td>30873</td></tr><tr><td>SortId</td><td>00007899-0000-0000-0000-00000000007f</td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td><div class=\"dni-plaintext\"><pre>1252</pre></div></td></tr><tr><td>OEMCodePage</td><td><div class=\"dni-plaintext\"><pre>437</pre></div></td></tr><tr><td>MacCodePage</td><td><div class=\"dni-plaintext\"><pre>10000</pre></div></td></tr><tr><td>EBCDICCodePage</td><td><div class=\"dni-plaintext\"><pre>37</pre></div></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>CultureName</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>ListSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>IsRightToLeft</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>CurrencyDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>CurrencyGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>NumberGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>PercentGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>CurrencyGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencySymbol</td><td><div class=\"dni-plaintext\"><pre>&#164;</pre></div></td></tr><tr><td>NaNSymbol</td><td><div class=\"dni-plaintext\"><pre>NaN</pre></div></td></tr><tr><td>CurrencyNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NumberNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PercentNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NegativeInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>-Infinity</pre></div></td></tr><tr><td>NegativeSign</td><td><div class=\"dni-plaintext\"><pre>-</pre></div></td></tr><tr><td>NumberDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>NumberDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>NumberGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencyPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PositiveInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>Infinity</pre></div></td></tr><tr><td>PositiveSign</td><td><div class=\"dni-plaintext\"><pre>+</pre></div></td></tr><tr><td>PercentDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>PercentDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>PercentGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>PercentSymbol</td><td><div class=\"dni-plaintext\"><pre>%</pre></div></td></tr><tr><td>PerMilleSymbol</td><td><div class=\"dni-plaintext\"><pre>‰</pre></div></td></tr><tr><td>NativeDigits</td><td><div class=\"dni-plaintext\"><pre>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</pre></div></td></tr><tr><td>DigitSubstitution</td><td><span>None</span></td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td><div class=\"dni-plaintext\"><pre>AM</pre></div></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td>1/1/0001 12:00:00 AM</td></tr><tr><td>MaxSupportedDateTime</td><td>12/31/9999 11:59:59 PM</td></tr><tr><td>AlgorithmType</td><td>SolarCalendar</td></tr><tr><td>CalendarType</td><td>Localized</td></tr><tr><td>Eras</td><td>[ 1 ]</td></tr><tr><td>TwoDigitYearMax</td><td>2049</td></tr><tr><td>IsReadOnly</td><td>True</td></tr></tbody></table></div></details></td></tr><tr><td>DateSeparator</td><td><div class=\"dni-plaintext\"><pre>/</pre></div></td></tr><tr><td>FirstDayOfWeek</td><td><span>Sunday</span></td></tr><tr><td>CalendarWeekRule</td><td><span>FirstDay</span></td></tr><tr><td>FullDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy HH:mm:ss</pre></div></td></tr><tr><td>LongDatePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy</pre></div></td></tr><tr><td>LongTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm:ss</pre></div></td></tr><tr><td>MonthDayPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM dd</pre></div></td></tr><tr><td>PMDesignator</td><td><div class=\"dni-plaintext\"><pre>PM</pre></div></td></tr><tr><td>RFC1123Pattern</td><td><div class=\"dni-plaintext\"><pre>ddd, dd MMM yyyy HH&#39;:&#39;mm&#39;:&#39;ss &#39;GMT&#39;</pre></div></td></tr><tr><td>ShortDatePattern</td><td><div class=\"dni-plaintext\"><pre>MM/dd/yyyy</pre></div></td></tr><tr><td>ShortTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm</pre></div></td></tr><tr><td>SortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd&#39;T&#39;HH&#39;:&#39;mm&#39;:&#39;ss</pre></div></td></tr><tr><td>TimeSeparator</td><td><div class=\"dni-plaintext\"><pre>:</pre></div></td></tr><tr><td>UniversalSortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd HH&#39;:&#39;mm&#39;:&#39;ss&#39;Z&#39;</pre></div></td></tr><tr><td>YearMonthPattern</td><td><div class=\"dni-plaintext\"><pre>yyyy MMMM</pre></div></td></tr><tr><td>AbbreviatedDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</pre></div></td></tr><tr><td>ShortestDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Su, Mo, Tu, We, Th, Fr, Sa ]</pre></div></td></tr><tr><td>DayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</pre></div></td></tr><tr><td>AbbreviatedMonthNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>NativeCalendarName</td><td><div class=\"dni-plaintext\"><pre>Gregorian Calendar</pre></div></td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td>1/1/0001 12:00:00 AM</td></tr><tr><td>MaxSupportedDateTime</td><td>12/31/9999 11:59:59 PM</td></tr><tr><td>AlgorithmType</td><td>SolarCalendar</td></tr><tr><td>CalendarType</td><td>Localized</td></tr><tr><td>Eras</td><td>[ 1 ]</td></tr><tr><td>TwoDigitYearMax</td><td>2049</td></tr><tr><td>IsReadOnly</td><td>False</td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Version</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.SortVersion</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>FullVersion</td><td><div class=\"dni-plaintext\"><pre>30873</pre></div></td></tr><tr><td>SortId</td><td><div class=\"dni-plaintext\"><pre>00007899-0000-0000-0000-00000000007f</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td><div class=\"dni-plaintext\"><pre>1252</pre></div></td></tr><tr><td>OEMCodePage</td><td><div class=\"dni-plaintext\"><pre>437</pre></div></td></tr><tr><td>MacCodePage</td><td><div class=\"dni-plaintext\"><pre>10000</pre></div></td></tr><tr><td>EBCDICCodePage</td><td><div class=\"dni-plaintext\"><pre>37</pre></div></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>CultureName</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>ListSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>IsRightToLeft</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>CurrencyDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>CurrencyGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>NumberGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>PercentGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>CurrencyGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencySymbol</td><td><div class=\"dni-plaintext\"><pre>&#164;</pre></div></td></tr><tr><td>NaNSymbol</td><td><div class=\"dni-plaintext\"><pre>NaN</pre></div></td></tr><tr><td>CurrencyNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NumberNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PercentNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NegativeInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>-Infinity</pre></div></td></tr><tr><td>NegativeSign</td><td><div class=\"dni-plaintext\"><pre>-</pre></div></td></tr><tr><td>NumberDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>NumberDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>NumberGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencyPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PositiveInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>Infinity</pre></div></td></tr><tr><td>PositiveSign</td><td><div class=\"dni-plaintext\"><pre>+</pre></div></td></tr><tr><td>PercentDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>PercentDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>PercentGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>PercentSymbol</td><td><div class=\"dni-plaintext\"><pre>%</pre></div></td></tr><tr><td>PerMilleSymbol</td><td><div class=\"dni-plaintext\"><pre>‰</pre></div></td></tr><tr><td>NativeDigits</td><td><div class=\"dni-plaintext\"><pre>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</pre></div></td></tr><tr><td>DigitSubstitution</td><td><span>None</span></td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td><div class=\"dni-plaintext\"><pre>AM</pre></div></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>DateSeparator</td><td><div class=\"dni-plaintext\"><pre>/</pre></div></td></tr><tr><td>FirstDayOfWeek</td><td><span>Sunday</span></td></tr><tr><td>CalendarWeekRule</td><td><span>FirstDay</span></td></tr><tr><td>FullDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy HH:mm:ss</pre></div></td></tr><tr><td>LongDatePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy</pre></div></td></tr><tr><td>LongTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm:ss</pre></div></td></tr><tr><td>MonthDayPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM dd</pre></div></td></tr><tr><td>PMDesignator</td><td><div class=\"dni-plaintext\"><pre>PM</pre></div></td></tr><tr><td>RFC1123Pattern</td><td><div class=\"dni-plaintext\"><pre>ddd, dd MMM yyyy HH&#39;:&#39;mm&#39;:&#39;ss &#39;GMT&#39;</pre></div></td></tr><tr><td>ShortDatePattern</td><td><div class=\"dni-plaintext\"><pre>MM/dd/yyyy</pre></div></td></tr><tr><td>ShortTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm</pre></div></td></tr><tr><td>SortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd&#39;T&#39;HH&#39;:&#39;mm&#39;:&#39;ss</pre></div></td></tr><tr><td>TimeSeparator</td><td><div class=\"dni-plaintext\"><pre>:</pre></div></td></tr><tr><td>UniversalSortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd HH&#39;:&#39;mm&#39;:&#39;ss&#39;Z&#39;</pre></div></td></tr><tr><td>YearMonthPattern</td><td><div class=\"dni-plaintext\"><pre>yyyy MMMM</pre></div></td></tr><tr><td>AbbreviatedDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</pre></div></td></tr><tr><td>ShortestDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Su, Mo, Tu, We, Th, Fr, Sa ]</pre></div></td></tr><tr><td>DayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</pre></div></td></tr><tr><td>AbbreviatedMonthNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>NativeCalendarName</td><td><div class=\"dni-plaintext\"><pre>Gregorian Calendar</pre></div></td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Version</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.SortVersion</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>FullVersion</td><td><div class=\"dni-plaintext\"><pre>30873</pre></div></td></tr><tr><td>SortId</td><td><div class=\"dni-plaintext\"><pre>00007899-0000-0000-0000-00000000007f</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td><div class=\"dni-plaintext\"><pre>1252</pre></div></td></tr><tr><td>OEMCodePage</td><td><div class=\"dni-plaintext\"><pre>437</pre></div></td></tr><tr><td>MacCodePage</td><td><div class=\"dni-plaintext\"><pre>10000</pre></div></td></tr><tr><td>EBCDICCodePage</td><td><div class=\"dni-plaintext\"><pre>37</pre></div></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>CultureName</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>ListSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>IsRightToLeft</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>CurrencyDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>CurrencyGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>NumberGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>PercentGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>CurrencyGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencySymbol</td><td><div class=\"dni-plaintext\"><pre>&#164;</pre></div></td></tr><tr><td>NaNSymbol</td><td><div class=\"dni-plaintext\"><pre>NaN</pre></div></td></tr><tr><td>CurrencyNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NumberNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PercentNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NegativeInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>-Infinity</pre></div></td></tr><tr><td>NegativeSign</td><td><div class=\"dni-plaintext\"><pre>-</pre></div></td></tr><tr><td>NumberDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>NumberDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>NumberGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencyPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PositiveInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>Infinity</pre></div></td></tr><tr><td>PositiveSign</td><td><div class=\"dni-plaintext\"><pre>+</pre></div></td></tr><tr><td>PercentDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>PercentDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>PercentGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>PercentSymbol</td><td><div class=\"dni-plaintext\"><pre>%</pre></div></td></tr><tr><td>PerMilleSymbol</td><td><div class=\"dni-plaintext\"><pre>‰</pre></div></td></tr><tr><td>NativeDigits</td><td><div class=\"dni-plaintext\"><pre>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</pre></div></td></tr><tr><td>DigitSubstitution</td><td><span>None</span></td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td><div class=\"dni-plaintext\"><pre>AM</pre></div></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>DateSeparator</td><td><div class=\"dni-plaintext\"><pre>/</pre></div></td></tr><tr><td>FirstDayOfWeek</td><td><span>Sunday</span></td></tr><tr><td>CalendarWeekRule</td><td><span>FirstDay</span></td></tr><tr><td>FullDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy HH:mm:ss</pre></div></td></tr><tr><td>LongDatePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy</pre></div></td></tr><tr><td>LongTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm:ss</pre></div></td></tr><tr><td>MonthDayPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM dd</pre></div></td></tr><tr><td>PMDesignator</td><td><div class=\"dni-plaintext\"><pre>PM</pre></div></td></tr><tr><td>RFC1123Pattern</td><td><div class=\"dni-plaintext\"><pre>ddd, dd MMM yyyy HH&#39;:&#39;mm&#39;:&#39;ss &#39;GMT&#39;</pre></div></td></tr><tr><td>ShortDatePattern</td><td><div class=\"dni-plaintext\"><pre>MM/dd/yyyy</pre></div></td></tr><tr><td>ShortTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm</pre></div></td></tr><tr><td>SortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd&#39;T&#39;HH&#39;:&#39;mm&#39;:&#39;ss</pre></div></td></tr><tr><td>TimeSeparator</td><td><div class=\"dni-plaintext\"><pre>:</pre></div></td></tr><tr><td>UniversalSortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd HH&#39;:&#39;mm&#39;:&#39;ss&#39;Z&#39;</pre></div></td></tr><tr><td>YearMonthPattern</td><td><div class=\"dni-plaintext\"><pre>yyyy MMMM</pre></div></td></tr><tr><td>AbbreviatedDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</pre></div></td></tr><tr><td>ShortestDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Su, Mo, Tu, We, Th, Fr, Sa ]</pre></div></td></tr><tr><td>DayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</pre></div></td></tr><tr><td>AbbreviatedMonthNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>NativeCalendarName</td><td><div class=\"dni-plaintext\"><pre>Gregorian Calendar</pre></div></td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>ValueType</td><td><span><a href=\"https://docs.microsoft.com/dotnet/api/microsoft.semantickernel.chatmessagecontent?view=net-7.0\">Microsoft.SemanticKernel.ChatMessageContent</a></span></td></tr><tr><td>RenderedPrompt</td><td><div class=\"dni-plaintext\"><pre>Who are you?</pre></div></td></tr></tbody></table></div></details><style>\r\n",
       ".dni-code-hint {\r\n",
       "    font-style: italic;\r\n",
       "    overflow: hidden;\r\n",
       "    white-space: nowrap;\r\n",
       "}\r\n",
       ".dni-treeview {\r\n",
       "    white-space: nowrap;\r\n",
       "}\r\n",
       ".dni-treeview td {\r\n",
       "    vertical-align: top;\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "details.dni-treeview {\r\n",
       "    padding-left: 1em;\r\n",
       "}\r\n",
       "table td {\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "table tr { \r\n",
       "    vertical-align: top; \r\n",
       "    margin: 0em 0px;\r\n",
       "}\r\n",
       "table tr td pre \r\n",
       "{ \r\n",
       "    vertical-align: top !important; \r\n",
       "    margin: 0em 0px !important;\r\n",
       "} \r\n",
       "table th {\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "</style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "var response = await kernel.InvokePromptAsync(\"Who are you?\");\n",
    "response.Display();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Function Calling  调用举例："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "polyglot_notebook": {
     "kernelName": "csharp"
    },
    "vscode": {
     "languageId": "polyglot-notebook"
    }
   },
   "outputs": [],
   "source": [
    "kernel.Plugins.Clear();\n",
    "kernel.ImportPluginFromFunctions(\"HelperFunctions\",\n",
    "        [            \n",
    "            kernel.CreateFunctionFromMethod(() => DateTime.UtcNow.ToString(\"R\"), \"GetCurrentDateTimeInUtc\", \"Retrieves the current date time in UTC.\"),\n",
    "            kernel.CreateFunctionFromMethod((string location) => {\n",
    "                return $\"The weather in {location} is sunny.\";\n",
    "            }, \"GetWeather\", \"Retrieves the weather for a location.\")\n",
    "        ]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "polyglot_notebook": {
     "kernelName": "csharp"
    },
    "vscode": {
     "languageId": "polyglot-notebook"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<details open=\"open\" class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>The current weather in Beijing is sunny. Would you like to know the temperature or any other specific details?</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Function</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>InvokePromptAsync_1789f1ad3b304d83b705136a9fa09305</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>InvokePromptAsync_1789f1ad3b304d83b705136a9fa09305</pre></div></td></tr><tr><td>PluginName</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre>Generic function, unknown purpose</pre></div></td></tr><tr><td>Metadata</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>Microsoft.SemanticKernel.KernelFunctionMetadata</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>InvokePromptAsync_1789f1ad3b304d83b705136a9fa09305</pre></div></td></tr><tr><td>PluginName</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre>Generic function, unknown purpose</pre></div></td></tr><tr><td>Parameters</td><td><i>(empty)</i></td></tr><tr><td>ReturnParameter</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>Microsoft.SemanticKernel.KernelReturnParameterMetadata</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>ParameterType</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>Schema</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>AdditionalProperties</td><td><i>(empty)</i></td></tr></tbody></table></div></details></td></tr><tr><td>ExecutionSettings</td><td><i>(empty)</i></td></tr></tbody></table></div></details></td></tr><tr><td>Metadata</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>Culture</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td></td></tr><tr><td>LCID</td><td>127</td></tr><tr><td>KeyboardLayoutId</td><td>127</td></tr><tr><td>Name</td><td></td></tr><tr><td>IetfLanguageTag</td><td></td></tr><tr><td>DisplayName</td><td>Invariant Language (Invariant Country)</td></tr><tr><td>NativeName</td><td>Invariant Language (Invariant Country)</td></tr><tr><td>EnglishName</td><td>Invariant Language (Invariant Country)</td></tr><tr><td>TwoLetterISOLanguageName</td><td>iv</td></tr><tr><td>ThreeLetterISOLanguageName</td><td>ivl</td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td>IVL</td></tr><tr><td>CompareInfo</td><td>CompareInfo - </td></tr><tr><td>TextInfo</td><td>TextInfo - </td></tr><tr><td>IsNeutralCulture</td><td>False</td></tr><tr><td>CultureTypes</td><td>SpecificCultures, InstalledWin32Cultures</td></tr><tr><td>NumberFormat</td><td>System.Globalization.NumberFormatInfo</td></tr><tr><td>DateTimeFormat</td><td>System.Globalization.DateTimeFormatInfo</td></tr><tr><td>Calendar</td><td>System.Globalization.GregorianCalendar</td></tr><tr><td>OptionalCalendars</td><td>[ System.Globalization.GregorianCalendar ]</td></tr><tr><td>UseUserOverride</td><td>False</td></tr><tr><td>IsReadOnly</td><td>True</td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td></td></tr><tr><td>Version</td><td>System.Globalization.SortVersion</td></tr><tr><td>LCID</td><td>127</td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td>1252</td></tr><tr><td>OEMCodePage</td><td>437</td></tr><tr><td>MacCodePage</td><td>10000</td></tr><tr><td>EBCDICCodePage</td><td>37</td></tr><tr><td>LCID</td><td>127</td></tr><tr><td>CultureName</td><td></td></tr><tr><td>IsReadOnly</td><td>True</td></tr><tr><td>ListSeparator</td><td>,</td></tr><tr><td>IsRightToLeft</td><td>False</td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td>2</td></tr><tr><td>CurrencyDecimalSeparator</td><td>.</td></tr><tr><td>IsReadOnly</td><td>True</td></tr><tr><td>CurrencyGroupSizes</td><td>[ 3 ]</td></tr><tr><td>NumberGroupSizes</td><td>[ 3 ]</td></tr><tr><td>PercentGroupSizes</td><td>[ 3 ]</td></tr><tr><td>CurrencyGroupSeparator</td><td>,</td></tr><tr><td>CurrencySymbol</td><td>¤</td></tr><tr><td>NaNSymbol</td><td>NaN</td></tr><tr><td>CurrencyNegativePattern</td><td>0</td></tr><tr><td>NumberNegativePattern</td><td>1</td></tr><tr><td>PercentPositivePattern</td><td>0</td></tr><tr><td>PercentNegativePattern</td><td>0</td></tr><tr><td>NegativeInfinitySymbol</td><td>-Infinity</td></tr><tr><td>NegativeSign</td><td>-</td></tr><tr><td>NumberDecimalDigits</td><td>2</td></tr><tr><td>NumberDecimalSeparator</td><td>.</td></tr><tr><td>NumberGroupSeparator</td><td>,</td></tr><tr><td>CurrencyPositivePattern</td><td>0</td></tr><tr><td>PositiveInfinitySymbol</td><td>Infinity</td></tr><tr><td>PositiveSign</td><td>+</td></tr><tr><td>PercentDecimalDigits</td><td>2</td></tr><tr><td>PercentDecimalSeparator</td><td>.</td></tr><tr><td>PercentGroupSeparator</td><td>,</td></tr><tr><td>PercentSymbol</td><td>%</td></tr><tr><td>PerMilleSymbol</td><td>‰</td></tr><tr><td>NativeDigits</td><td>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</td></tr><tr><td>DigitSubstitution</td><td>None</td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td>AM</td></tr><tr><td>Calendar</td><td>System.Globalization.GregorianCalendar</td></tr><tr><td>DateSeparator</td><td>/</td></tr><tr><td>FirstDayOfWeek</td><td>Sunday</td></tr><tr><td>CalendarWeekRule</td><td>FirstDay</td></tr><tr><td>FullDateTimePattern</td><td>dddd, dd MMMM yyyy HH:mm:ss</td></tr><tr><td>LongDatePattern</td><td>dddd, dd MMMM yyyy</td></tr><tr><td>LongTimePattern</td><td>HH:mm:ss</td></tr><tr><td>MonthDayPattern</td><td>MMMM dd</td></tr><tr><td>PMDesignator</td><td>PM</td></tr><tr><td>RFC1123Pattern</td><td>ddd, dd MMM yyyy HH':'mm':'ss 'GMT'</td></tr><tr><td>ShortDatePattern</td><td>MM/dd/yyyy</td></tr><tr><td>ShortTimePattern</td><td>HH:mm</td></tr><tr><td>SortableDateTimePattern</td><td>yyyy'-'MM'-'dd'T'HH':'mm':'ss</td></tr><tr><td>TimeSeparator</td><td>:</td></tr><tr><td>UniversalSortableDateTimePattern</td><td>yyyy'-'MM'-'dd HH':'mm':'ss'Z'</td></tr><tr><td>YearMonthPattern</td><td>yyyy MMMM</td></tr><tr><td>AbbreviatedDayNames</td><td>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</td></tr><tr><td>ShortestDayNames</td><td>[ Su, Mo, Tu, We, Th, Fr, Sa ]</td></tr><tr><td>DayNames</td><td>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</td></tr><tr><td>AbbreviatedMonthNames</td><td>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</td></tr><tr><td>MonthNames</td><td>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</td></tr><tr><td>IsReadOnly</td><td>True</td></tr><tr><td>NativeCalendarName</td><td>Gregorian Calendar</td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</td></tr><tr><td>MonthGenitiveNames</td><td>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td>1/1/0001 12:00:00 AM</td></tr><tr><td>MaxSupportedDateTime</td><td>12/31/9999 11:59:59 PM</td></tr><tr><td>AlgorithmType</td><td>SolarCalendar</td></tr><tr><td>CalendarType</td><td>Localized</td></tr><tr><td>Eras</td><td>[ 1 ]</td></tr><tr><td>TwoDigitYearMax</td><td>2049</td></tr><tr><td>IsReadOnly</td><td>True</td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td>System.Globalization.GregorianCalendar</td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Version</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.SortVersion</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>FullVersion</td><td>30873</td></tr><tr><td>SortId</td><td>00007899-0000-0000-0000-00000000007f</td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td><div class=\"dni-plaintext\"><pre>1252</pre></div></td></tr><tr><td>OEMCodePage</td><td><div class=\"dni-plaintext\"><pre>437</pre></div></td></tr><tr><td>MacCodePage</td><td><div class=\"dni-plaintext\"><pre>10000</pre></div></td></tr><tr><td>EBCDICCodePage</td><td><div class=\"dni-plaintext\"><pre>37</pre></div></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>CultureName</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>ListSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>IsRightToLeft</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>CurrencyDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>CurrencyGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>NumberGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>PercentGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>CurrencyGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencySymbol</td><td><div class=\"dni-plaintext\"><pre>&#164;</pre></div></td></tr><tr><td>NaNSymbol</td><td><div class=\"dni-plaintext\"><pre>NaN</pre></div></td></tr><tr><td>CurrencyNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NumberNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PercentNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NegativeInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>-Infinity</pre></div></td></tr><tr><td>NegativeSign</td><td><div class=\"dni-plaintext\"><pre>-</pre></div></td></tr><tr><td>NumberDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>NumberDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>NumberGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencyPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PositiveInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>Infinity</pre></div></td></tr><tr><td>PositiveSign</td><td><div class=\"dni-plaintext\"><pre>+</pre></div></td></tr><tr><td>PercentDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>PercentDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>PercentGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>PercentSymbol</td><td><div class=\"dni-plaintext\"><pre>%</pre></div></td></tr><tr><td>PerMilleSymbol</td><td><div class=\"dni-plaintext\"><pre>‰</pre></div></td></tr><tr><td>NativeDigits</td><td><div class=\"dni-plaintext\"><pre>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</pre></div></td></tr><tr><td>DigitSubstitution</td><td><span>None</span></td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td><div class=\"dni-plaintext\"><pre>AM</pre></div></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td>1/1/0001 12:00:00 AM</td></tr><tr><td>MaxSupportedDateTime</td><td>12/31/9999 11:59:59 PM</td></tr><tr><td>AlgorithmType</td><td>SolarCalendar</td></tr><tr><td>CalendarType</td><td>Localized</td></tr><tr><td>Eras</td><td>[ 1 ]</td></tr><tr><td>TwoDigitYearMax</td><td>2049</td></tr><tr><td>IsReadOnly</td><td>True</td></tr></tbody></table></div></details></td></tr><tr><td>DateSeparator</td><td><div class=\"dni-plaintext\"><pre>/</pre></div></td></tr><tr><td>FirstDayOfWeek</td><td><span>Sunday</span></td></tr><tr><td>CalendarWeekRule</td><td><span>FirstDay</span></td></tr><tr><td>FullDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy HH:mm:ss</pre></div></td></tr><tr><td>LongDatePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy</pre></div></td></tr><tr><td>LongTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm:ss</pre></div></td></tr><tr><td>MonthDayPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM dd</pre></div></td></tr><tr><td>PMDesignator</td><td><div class=\"dni-plaintext\"><pre>PM</pre></div></td></tr><tr><td>RFC1123Pattern</td><td><div class=\"dni-plaintext\"><pre>ddd, dd MMM yyyy HH&#39;:&#39;mm&#39;:&#39;ss &#39;GMT&#39;</pre></div></td></tr><tr><td>ShortDatePattern</td><td><div class=\"dni-plaintext\"><pre>MM/dd/yyyy</pre></div></td></tr><tr><td>ShortTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm</pre></div></td></tr><tr><td>SortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd&#39;T&#39;HH&#39;:&#39;mm&#39;:&#39;ss</pre></div></td></tr><tr><td>TimeSeparator</td><td><div class=\"dni-plaintext\"><pre>:</pre></div></td></tr><tr><td>UniversalSortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd HH&#39;:&#39;mm&#39;:&#39;ss&#39;Z&#39;</pre></div></td></tr><tr><td>YearMonthPattern</td><td><div class=\"dni-plaintext\"><pre>yyyy MMMM</pre></div></td></tr><tr><td>AbbreviatedDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</pre></div></td></tr><tr><td>ShortestDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Su, Mo, Tu, We, Th, Fr, Sa ]</pre></div></td></tr><tr><td>DayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</pre></div></td></tr><tr><td>AbbreviatedMonthNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>NativeCalendarName</td><td><div class=\"dni-plaintext\"><pre>Gregorian Calendar</pre></div></td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td>1/1/0001 12:00:00 AM</td></tr><tr><td>MaxSupportedDateTime</td><td>12/31/9999 11:59:59 PM</td></tr><tr><td>AlgorithmType</td><td>SolarCalendar</td></tr><tr><td>CalendarType</td><td>Localized</td></tr><tr><td>Eras</td><td>[ 1 ]</td></tr><tr><td>TwoDigitYearMax</td><td>2049</td></tr><tr><td>IsReadOnly</td><td>False</td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Version</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.SortVersion</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>FullVersion</td><td><div class=\"dni-plaintext\"><pre>30873</pre></div></td></tr><tr><td>SortId</td><td><div class=\"dni-plaintext\"><pre>00007899-0000-0000-0000-00000000007f</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td><div class=\"dni-plaintext\"><pre>1252</pre></div></td></tr><tr><td>OEMCodePage</td><td><div class=\"dni-plaintext\"><pre>437</pre></div></td></tr><tr><td>MacCodePage</td><td><div class=\"dni-plaintext\"><pre>10000</pre></div></td></tr><tr><td>EBCDICCodePage</td><td><div class=\"dni-plaintext\"><pre>37</pre></div></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>CultureName</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>ListSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>IsRightToLeft</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>CurrencyDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>CurrencyGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>NumberGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>PercentGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>CurrencyGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencySymbol</td><td><div class=\"dni-plaintext\"><pre>&#164;</pre></div></td></tr><tr><td>NaNSymbol</td><td><div class=\"dni-plaintext\"><pre>NaN</pre></div></td></tr><tr><td>CurrencyNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NumberNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PercentNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NegativeInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>-Infinity</pre></div></td></tr><tr><td>NegativeSign</td><td><div class=\"dni-plaintext\"><pre>-</pre></div></td></tr><tr><td>NumberDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>NumberDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>NumberGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencyPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PositiveInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>Infinity</pre></div></td></tr><tr><td>PositiveSign</td><td><div class=\"dni-plaintext\"><pre>+</pre></div></td></tr><tr><td>PercentDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>PercentDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>PercentGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>PercentSymbol</td><td><div class=\"dni-plaintext\"><pre>%</pre></div></td></tr><tr><td>PerMilleSymbol</td><td><div class=\"dni-plaintext\"><pre>‰</pre></div></td></tr><tr><td>NativeDigits</td><td><div class=\"dni-plaintext\"><pre>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</pre></div></td></tr><tr><td>DigitSubstitution</td><td><span>None</span></td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td><div class=\"dni-plaintext\"><pre>AM</pre></div></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>DateSeparator</td><td><div class=\"dni-plaintext\"><pre>/</pre></div></td></tr><tr><td>FirstDayOfWeek</td><td><span>Sunday</span></td></tr><tr><td>CalendarWeekRule</td><td><span>FirstDay</span></td></tr><tr><td>FullDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy HH:mm:ss</pre></div></td></tr><tr><td>LongDatePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy</pre></div></td></tr><tr><td>LongTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm:ss</pre></div></td></tr><tr><td>MonthDayPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM dd</pre></div></td></tr><tr><td>PMDesignator</td><td><div class=\"dni-plaintext\"><pre>PM</pre></div></td></tr><tr><td>RFC1123Pattern</td><td><div class=\"dni-plaintext\"><pre>ddd, dd MMM yyyy HH&#39;:&#39;mm&#39;:&#39;ss &#39;GMT&#39;</pre></div></td></tr><tr><td>ShortDatePattern</td><td><div class=\"dni-plaintext\"><pre>MM/dd/yyyy</pre></div></td></tr><tr><td>ShortTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm</pre></div></td></tr><tr><td>SortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd&#39;T&#39;HH&#39;:&#39;mm&#39;:&#39;ss</pre></div></td></tr><tr><td>TimeSeparator</td><td><div class=\"dni-plaintext\"><pre>:</pre></div></td></tr><tr><td>UniversalSortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd HH&#39;:&#39;mm&#39;:&#39;ss&#39;Z&#39;</pre></div></td></tr><tr><td>YearMonthPattern</td><td><div class=\"dni-plaintext\"><pre>yyyy MMMM</pre></div></td></tr><tr><td>AbbreviatedDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</pre></div></td></tr><tr><td>ShortestDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Su, Mo, Tu, We, Th, Fr, Sa ]</pre></div></td></tr><tr><td>DayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</pre></div></td></tr><tr><td>AbbreviatedMonthNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>NativeCalendarName</td><td><div class=\"dni-plaintext\"><pre>Gregorian Calendar</pre></div></td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Version</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.SortVersion</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>FullVersion</td><td><div class=\"dni-plaintext\"><pre>30873</pre></div></td></tr><tr><td>SortId</td><td><div class=\"dni-plaintext\"><pre>00007899-0000-0000-0000-00000000007f</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td><div class=\"dni-plaintext\"><pre>1252</pre></div></td></tr><tr><td>OEMCodePage</td><td><div class=\"dni-plaintext\"><pre>437</pre></div></td></tr><tr><td>MacCodePage</td><td><div class=\"dni-plaintext\"><pre>10000</pre></div></td></tr><tr><td>EBCDICCodePage</td><td><div class=\"dni-plaintext\"><pre>37</pre></div></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>CultureName</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>ListSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>IsRightToLeft</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>CurrencyDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>CurrencyGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>NumberGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>PercentGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>CurrencyGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencySymbol</td><td><div class=\"dni-plaintext\"><pre>&#164;</pre></div></td></tr><tr><td>NaNSymbol</td><td><div class=\"dni-plaintext\"><pre>NaN</pre></div></td></tr><tr><td>CurrencyNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NumberNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PercentNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NegativeInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>-Infinity</pre></div></td></tr><tr><td>NegativeSign</td><td><div class=\"dni-plaintext\"><pre>-</pre></div></td></tr><tr><td>NumberDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>NumberDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>NumberGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencyPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PositiveInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>Infinity</pre></div></td></tr><tr><td>PositiveSign</td><td><div class=\"dni-plaintext\"><pre>+</pre></div></td></tr><tr><td>PercentDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>PercentDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>PercentGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>PercentSymbol</td><td><div class=\"dni-plaintext\"><pre>%</pre></div></td></tr><tr><td>PerMilleSymbol</td><td><div class=\"dni-plaintext\"><pre>‰</pre></div></td></tr><tr><td>NativeDigits</td><td><div class=\"dni-plaintext\"><pre>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</pre></div></td></tr><tr><td>DigitSubstitution</td><td><span>None</span></td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td><div class=\"dni-plaintext\"><pre>AM</pre></div></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>DateSeparator</td><td><div class=\"dni-plaintext\"><pre>/</pre></div></td></tr><tr><td>FirstDayOfWeek</td><td><span>Sunday</span></td></tr><tr><td>CalendarWeekRule</td><td><span>FirstDay</span></td></tr><tr><td>FullDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy HH:mm:ss</pre></div></td></tr><tr><td>LongDatePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy</pre></div></td></tr><tr><td>LongTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm:ss</pre></div></td></tr><tr><td>MonthDayPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM dd</pre></div></td></tr><tr><td>PMDesignator</td><td><div class=\"dni-plaintext\"><pre>PM</pre></div></td></tr><tr><td>RFC1123Pattern</td><td><div class=\"dni-plaintext\"><pre>ddd, dd MMM yyyy HH&#39;:&#39;mm&#39;:&#39;ss &#39;GMT&#39;</pre></div></td></tr><tr><td>ShortDatePattern</td><td><div class=\"dni-plaintext\"><pre>MM/dd/yyyy</pre></div></td></tr><tr><td>ShortTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm</pre></div></td></tr><tr><td>SortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd&#39;T&#39;HH&#39;:&#39;mm&#39;:&#39;ss</pre></div></td></tr><tr><td>TimeSeparator</td><td><div class=\"dni-plaintext\"><pre>:</pre></div></td></tr><tr><td>UniversalSortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd HH&#39;:&#39;mm&#39;:&#39;ss&#39;Z&#39;</pre></div></td></tr><tr><td>YearMonthPattern</td><td><div class=\"dni-plaintext\"><pre>yyyy MMMM</pre></div></td></tr><tr><td>AbbreviatedDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</pre></div></td></tr><tr><td>ShortestDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Su, Mo, Tu, We, Th, Fr, Sa ]</pre></div></td></tr><tr><td>DayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</pre></div></td></tr><tr><td>AbbreviatedMonthNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>NativeCalendarName</td><td><div class=\"dni-plaintext\"><pre>Gregorian Calendar</pre></div></td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>ValueType</td><td><span><a href=\"https://docs.microsoft.com/dotnet/api/microsoft.semantickernel.chatmessagecontent?view=net-7.0\">Microsoft.SemanticKernel.ChatMessageContent</a></span></td></tr><tr><td>RenderedPrompt</td><td><div class=\"dni-plaintext\"><pre>What is the weather today in Beijing?</pre></div></td></tr></tbody></table></div></details><style>\r\n",
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       "    font-style: italic;\r\n",
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       "    vertical-align: top;\r\n",
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       "}\r\n",
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       "}\r\n",
       "table tr { \r\n",
       "    vertical-align: top; \r\n",
       "    margin: 0em 0px;\r\n",
       "}\r\n",
       "table tr td pre \r\n",
       "{ \r\n",
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       "<details open=\"open\" class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>The current time is Tuesday, March 18, 2025 7:02 AM GMT.</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Function</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>InvokePromptAsync_dc71ce1a96214ee9bd0ec872ede8ed63</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>InvokePromptAsync_dc71ce1a96214ee9bd0ec872ede8ed63</pre></div></td></tr><tr><td>PluginName</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre>Generic function, unknown purpose</pre></div></td></tr><tr><td>Metadata</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>Microsoft.SemanticKernel.KernelFunctionMetadata</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>InvokePromptAsync_dc71ce1a96214ee9bd0ec872ede8ed63</pre></div></td></tr><tr><td>PluginName</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre>Generic function, unknown purpose</pre></div></td></tr><tr><td>Parameters</td><td><i>(empty)</i></td></tr><tr><td>ReturnParameter</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>Microsoft.SemanticKernel.KernelReturnParameterMetadata</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>ParameterType</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>Schema</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>AdditionalProperties</td><td><i>(empty)</i></td></tr></tbody></table></div></details></td></tr><tr><td>ExecutionSettings</td><td><i>(empty)</i></td></tr></tbody></table></div></details></td></tr><tr><td>Metadata</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>Culture</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td></td></tr><tr><td>LCID</td><td>127</td></tr><tr><td>KeyboardLayoutId</td><td>127</td></tr><tr><td>Name</td><td></td></tr><tr><td>IetfLanguageTag</td><td></td></tr><tr><td>DisplayName</td><td>Invariant Language (Invariant Country)</td></tr><tr><td>NativeName</td><td>Invariant Language (Invariant Country)</td></tr><tr><td>EnglishName</td><td>Invariant Language (Invariant Country)</td></tr><tr><td>TwoLetterISOLanguageName</td><td>iv</td></tr><tr><td>ThreeLetterISOLanguageName</td><td>ivl</td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td>IVL</td></tr><tr><td>CompareInfo</td><td>CompareInfo - </td></tr><tr><td>TextInfo</td><td>TextInfo - </td></tr><tr><td>IsNeutralCulture</td><td>False</td></tr><tr><td>CultureTypes</td><td>SpecificCultures, InstalledWin32Cultures</td></tr><tr><td>NumberFormat</td><td>System.Globalization.NumberFormatInfo</td></tr><tr><td>DateTimeFormat</td><td>System.Globalization.DateTimeFormatInfo</td></tr><tr><td>Calendar</td><td>System.Globalization.GregorianCalendar</td></tr><tr><td>OptionalCalendars</td><td>[ System.Globalization.GregorianCalendar ]</td></tr><tr><td>UseUserOverride</td><td>False</td></tr><tr><td>IsReadOnly</td><td>True</td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td></td></tr><tr><td>Version</td><td>System.Globalization.SortVersion</td></tr><tr><td>LCID</td><td>127</td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td>1252</td></tr><tr><td>OEMCodePage</td><td>437</td></tr><tr><td>MacCodePage</td><td>10000</td></tr><tr><td>EBCDICCodePage</td><td>37</td></tr><tr><td>LCID</td><td>127</td></tr><tr><td>CultureName</td><td></td></tr><tr><td>IsReadOnly</td><td>True</td></tr><tr><td>ListSeparator</td><td>,</td></tr><tr><td>IsRightToLeft</td><td>False</td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td>2</td></tr><tr><td>CurrencyDecimalSeparator</td><td>.</td></tr><tr><td>IsReadOnly</td><td>True</td></tr><tr><td>CurrencyGroupSizes</td><td>[ 3 ]</td></tr><tr><td>NumberGroupSizes</td><td>[ 3 ]</td></tr><tr><td>PercentGroupSizes</td><td>[ 3 ]</td></tr><tr><td>CurrencyGroupSeparator</td><td>,</td></tr><tr><td>CurrencySymbol</td><td>¤</td></tr><tr><td>NaNSymbol</td><td>NaN</td></tr><tr><td>CurrencyNegativePattern</td><td>0</td></tr><tr><td>NumberNegativePattern</td><td>1</td></tr><tr><td>PercentPositivePattern</td><td>0</td></tr><tr><td>PercentNegativePattern</td><td>0</td></tr><tr><td>NegativeInfinitySymbol</td><td>-Infinity</td></tr><tr><td>NegativeSign</td><td>-</td></tr><tr><td>NumberDecimalDigits</td><td>2</td></tr><tr><td>NumberDecimalSeparator</td><td>.</td></tr><tr><td>NumberGroupSeparator</td><td>,</td></tr><tr><td>CurrencyPositivePattern</td><td>0</td></tr><tr><td>PositiveInfinitySymbol</td><td>Infinity</td></tr><tr><td>PositiveSign</td><td>+</td></tr><tr><td>PercentDecimalDigits</td><td>2</td></tr><tr><td>PercentDecimalSeparator</td><td>.</td></tr><tr><td>PercentGroupSeparator</td><td>,</td></tr><tr><td>PercentSymbol</td><td>%</td></tr><tr><td>PerMilleSymbol</td><td>‰</td></tr><tr><td>NativeDigits</td><td>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</td></tr><tr><td>DigitSubstitution</td><td>None</td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td>AM</td></tr><tr><td>Calendar</td><td>System.Globalization.GregorianCalendar</td></tr><tr><td>DateSeparator</td><td>/</td></tr><tr><td>FirstDayOfWeek</td><td>Sunday</td></tr><tr><td>CalendarWeekRule</td><td>FirstDay</td></tr><tr><td>FullDateTimePattern</td><td>dddd, dd MMMM yyyy HH:mm:ss</td></tr><tr><td>LongDatePattern</td><td>dddd, dd MMMM yyyy</td></tr><tr><td>LongTimePattern</td><td>HH:mm:ss</td></tr><tr><td>MonthDayPattern</td><td>MMMM dd</td></tr><tr><td>PMDesignator</td><td>PM</td></tr><tr><td>RFC1123Pattern</td><td>ddd, dd MMM yyyy HH':'mm':'ss 'GMT'</td></tr><tr><td>ShortDatePattern</td><td>MM/dd/yyyy</td></tr><tr><td>ShortTimePattern</td><td>HH:mm</td></tr><tr><td>SortableDateTimePattern</td><td>yyyy'-'MM'-'dd'T'HH':'mm':'ss</td></tr><tr><td>TimeSeparator</td><td>:</td></tr><tr><td>UniversalSortableDateTimePattern</td><td>yyyy'-'MM'-'dd HH':'mm':'ss'Z'</td></tr><tr><td>YearMonthPattern</td><td>yyyy MMMM</td></tr><tr><td>AbbreviatedDayNames</td><td>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</td></tr><tr><td>ShortestDayNames</td><td>[ Su, Mo, Tu, We, Th, Fr, Sa ]</td></tr><tr><td>DayNames</td><td>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</td></tr><tr><td>AbbreviatedMonthNames</td><td>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</td></tr><tr><td>MonthNames</td><td>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</td></tr><tr><td>IsReadOnly</td><td>True</td></tr><tr><td>NativeCalendarName</td><td>Gregorian Calendar</td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</td></tr><tr><td>MonthGenitiveNames</td><td>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td>1/1/0001 12:00:00 AM</td></tr><tr><td>MaxSupportedDateTime</td><td>12/31/9999 11:59:59 PM</td></tr><tr><td>AlgorithmType</td><td>SolarCalendar</td></tr><tr><td>CalendarType</td><td>Localized</td></tr><tr><td>Eras</td><td>[ 1 ]</td></tr><tr><td>TwoDigitYearMax</td><td>2049</td></tr><tr><td>IsReadOnly</td><td>True</td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td>System.Globalization.GregorianCalendar</td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Version</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.SortVersion</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>FullVersion</td><td>30873</td></tr><tr><td>SortId</td><td>00007899-0000-0000-0000-00000000007f</td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td><div class=\"dni-plaintext\"><pre>1252</pre></div></td></tr><tr><td>OEMCodePage</td><td><div class=\"dni-plaintext\"><pre>437</pre></div></td></tr><tr><td>MacCodePage</td><td><div class=\"dni-plaintext\"><pre>10000</pre></div></td></tr><tr><td>EBCDICCodePage</td><td><div class=\"dni-plaintext\"><pre>37</pre></div></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>CultureName</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>ListSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>IsRightToLeft</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>CurrencyDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>CurrencyGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>NumberGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>PercentGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>CurrencyGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencySymbol</td><td><div class=\"dni-plaintext\"><pre>&#164;</pre></div></td></tr><tr><td>NaNSymbol</td><td><div class=\"dni-plaintext\"><pre>NaN</pre></div></td></tr><tr><td>CurrencyNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NumberNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PercentNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NegativeInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>-Infinity</pre></div></td></tr><tr><td>NegativeSign</td><td><div class=\"dni-plaintext\"><pre>-</pre></div></td></tr><tr><td>NumberDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>NumberDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>NumberGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencyPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PositiveInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>Infinity</pre></div></td></tr><tr><td>PositiveSign</td><td><div class=\"dni-plaintext\"><pre>+</pre></div></td></tr><tr><td>PercentDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>PercentDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>PercentGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>PercentSymbol</td><td><div class=\"dni-plaintext\"><pre>%</pre></div></td></tr><tr><td>PerMilleSymbol</td><td><div class=\"dni-plaintext\"><pre>‰</pre></div></td></tr><tr><td>NativeDigits</td><td><div class=\"dni-plaintext\"><pre>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</pre></div></td></tr><tr><td>DigitSubstitution</td><td><span>None</span></td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td><div class=\"dni-plaintext\"><pre>AM</pre></div></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td>1/1/0001 12:00:00 AM</td></tr><tr><td>MaxSupportedDateTime</td><td>12/31/9999 11:59:59 PM</td></tr><tr><td>AlgorithmType</td><td>SolarCalendar</td></tr><tr><td>CalendarType</td><td>Localized</td></tr><tr><td>Eras</td><td>[ 1 ]</td></tr><tr><td>TwoDigitYearMax</td><td>2049</td></tr><tr><td>IsReadOnly</td><td>True</td></tr></tbody></table></div></details></td></tr><tr><td>DateSeparator</td><td><div class=\"dni-plaintext\"><pre>/</pre></div></td></tr><tr><td>FirstDayOfWeek</td><td><span>Sunday</span></td></tr><tr><td>CalendarWeekRule</td><td><span>FirstDay</span></td></tr><tr><td>FullDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy HH:mm:ss</pre></div></td></tr><tr><td>LongDatePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy</pre></div></td></tr><tr><td>LongTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm:ss</pre></div></td></tr><tr><td>MonthDayPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM dd</pre></div></td></tr><tr><td>PMDesignator</td><td><div class=\"dni-plaintext\"><pre>PM</pre></div></td></tr><tr><td>RFC1123Pattern</td><td><div class=\"dni-plaintext\"><pre>ddd, dd MMM yyyy HH&#39;:&#39;mm&#39;:&#39;ss &#39;GMT&#39;</pre></div></td></tr><tr><td>ShortDatePattern</td><td><div class=\"dni-plaintext\"><pre>MM/dd/yyyy</pre></div></td></tr><tr><td>ShortTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm</pre></div></td></tr><tr><td>SortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd&#39;T&#39;HH&#39;:&#39;mm&#39;:&#39;ss</pre></div></td></tr><tr><td>TimeSeparator</td><td><div class=\"dni-plaintext\"><pre>:</pre></div></td></tr><tr><td>UniversalSortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd HH&#39;:&#39;mm&#39;:&#39;ss&#39;Z&#39;</pre></div></td></tr><tr><td>YearMonthPattern</td><td><div class=\"dni-plaintext\"><pre>yyyy MMMM</pre></div></td></tr><tr><td>AbbreviatedDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</pre></div></td></tr><tr><td>ShortestDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Su, Mo, Tu, We, Th, Fr, Sa ]</pre></div></td></tr><tr><td>DayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</pre></div></td></tr><tr><td>AbbreviatedMonthNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>NativeCalendarName</td><td><div class=\"dni-plaintext\"><pre>Gregorian Calendar</pre></div></td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td>1/1/0001 12:00:00 AM</td></tr><tr><td>MaxSupportedDateTime</td><td>12/31/9999 11:59:59 PM</td></tr><tr><td>AlgorithmType</td><td>SolarCalendar</td></tr><tr><td>CalendarType</td><td>Localized</td></tr><tr><td>Eras</td><td>[ 1 ]</td></tr><tr><td>TwoDigitYearMax</td><td>2049</td></tr><tr><td>IsReadOnly</td><td>False</td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Version</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.SortVersion</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>FullVersion</td><td><div class=\"dni-plaintext\"><pre>30873</pre></div></td></tr><tr><td>SortId</td><td><div class=\"dni-plaintext\"><pre>00007899-0000-0000-0000-00000000007f</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td><div class=\"dni-plaintext\"><pre>1252</pre></div></td></tr><tr><td>OEMCodePage</td><td><div class=\"dni-plaintext\"><pre>437</pre></div></td></tr><tr><td>MacCodePage</td><td><div class=\"dni-plaintext\"><pre>10000</pre></div></td></tr><tr><td>EBCDICCodePage</td><td><div class=\"dni-plaintext\"><pre>37</pre></div></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>CultureName</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>ListSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>IsRightToLeft</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>CurrencyDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>CurrencyGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>NumberGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>PercentGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>CurrencyGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencySymbol</td><td><div class=\"dni-plaintext\"><pre>&#164;</pre></div></td></tr><tr><td>NaNSymbol</td><td><div class=\"dni-plaintext\"><pre>NaN</pre></div></td></tr><tr><td>CurrencyNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NumberNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PercentNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NegativeInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>-Infinity</pre></div></td></tr><tr><td>NegativeSign</td><td><div class=\"dni-plaintext\"><pre>-</pre></div></td></tr><tr><td>NumberDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>NumberDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>NumberGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencyPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PositiveInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>Infinity</pre></div></td></tr><tr><td>PositiveSign</td><td><div class=\"dni-plaintext\"><pre>+</pre></div></td></tr><tr><td>PercentDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>PercentDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>PercentGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>PercentSymbol</td><td><div class=\"dni-plaintext\"><pre>%</pre></div></td></tr><tr><td>PerMilleSymbol</td><td><div class=\"dni-plaintext\"><pre>‰</pre></div></td></tr><tr><td>NativeDigits</td><td><div class=\"dni-plaintext\"><pre>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</pre></div></td></tr><tr><td>DigitSubstitution</td><td><span>None</span></td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td><div class=\"dni-plaintext\"><pre>AM</pre></div></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>DateSeparator</td><td><div class=\"dni-plaintext\"><pre>/</pre></div></td></tr><tr><td>FirstDayOfWeek</td><td><span>Sunday</span></td></tr><tr><td>CalendarWeekRule</td><td><span>FirstDay</span></td></tr><tr><td>FullDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy HH:mm:ss</pre></div></td></tr><tr><td>LongDatePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy</pre></div></td></tr><tr><td>LongTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm:ss</pre></div></td></tr><tr><td>MonthDayPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM dd</pre></div></td></tr><tr><td>PMDesignator</td><td><div class=\"dni-plaintext\"><pre>PM</pre></div></td></tr><tr><td>RFC1123Pattern</td><td><div class=\"dni-plaintext\"><pre>ddd, dd MMM yyyy HH&#39;:&#39;mm&#39;:&#39;ss &#39;GMT&#39;</pre></div></td></tr><tr><td>ShortDatePattern</td><td><div class=\"dni-plaintext\"><pre>MM/dd/yyyy</pre></div></td></tr><tr><td>ShortTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm</pre></div></td></tr><tr><td>SortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd&#39;T&#39;HH&#39;:&#39;mm&#39;:&#39;ss</pre></div></td></tr><tr><td>TimeSeparator</td><td><div class=\"dni-plaintext\"><pre>:</pre></div></td></tr><tr><td>UniversalSortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd HH&#39;:&#39;mm&#39;:&#39;ss&#39;Z&#39;</pre></div></td></tr><tr><td>YearMonthPattern</td><td><div class=\"dni-plaintext\"><pre>yyyy MMMM</pre></div></td></tr><tr><td>AbbreviatedDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</pre></div></td></tr><tr><td>ShortestDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Su, Mo, Tu, We, Th, Fr, Sa ]</pre></div></td></tr><tr><td>DayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</pre></div></td></tr><tr><td>AbbreviatedMonthNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>NativeCalendarName</td><td><div class=\"dni-plaintext\"><pre>Gregorian Calendar</pre></div></td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Version</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.SortVersion</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>FullVersion</td><td><div class=\"dni-plaintext\"><pre>30873</pre></div></td></tr><tr><td>SortId</td><td><div class=\"dni-plaintext\"><pre>00007899-0000-0000-0000-00000000007f</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td><div class=\"dni-plaintext\"><pre>1252</pre></div></td></tr><tr><td>OEMCodePage</td><td><div class=\"dni-plaintext\"><pre>437</pre></div></td></tr><tr><td>MacCodePage</td><td><div class=\"dni-plaintext\"><pre>10000</pre></div></td></tr><tr><td>EBCDICCodePage</td><td><div class=\"dni-plaintext\"><pre>37</pre></div></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>CultureName</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>ListSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>IsRightToLeft</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>CurrencyDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>CurrencyGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>NumberGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>PercentGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>CurrencyGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencySymbol</td><td><div class=\"dni-plaintext\"><pre>&#164;</pre></div></td></tr><tr><td>NaNSymbol</td><td><div class=\"dni-plaintext\"><pre>NaN</pre></div></td></tr><tr><td>CurrencyNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NumberNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PercentNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NegativeInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>-Infinity</pre></div></td></tr><tr><td>NegativeSign</td><td><div class=\"dni-plaintext\"><pre>-</pre></div></td></tr><tr><td>NumberDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>NumberDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>NumberGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencyPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PositiveInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>Infinity</pre></div></td></tr><tr><td>PositiveSign</td><td><div class=\"dni-plaintext\"><pre>+</pre></div></td></tr><tr><td>PercentDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>PercentDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>PercentGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>PercentSymbol</td><td><div class=\"dni-plaintext\"><pre>%</pre></div></td></tr><tr><td>PerMilleSymbol</td><td><div class=\"dni-plaintext\"><pre>‰</pre></div></td></tr><tr><td>NativeDigits</td><td><div class=\"dni-plaintext\"><pre>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</pre></div></td></tr><tr><td>DigitSubstitution</td><td><span>None</span></td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td><div class=\"dni-plaintext\"><pre>AM</pre></div></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>DateSeparator</td><td><div class=\"dni-plaintext\"><pre>/</pre></div></td></tr><tr><td>FirstDayOfWeek</td><td><span>Sunday</span></td></tr><tr><td>CalendarWeekRule</td><td><span>FirstDay</span></td></tr><tr><td>FullDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy HH:mm:ss</pre></div></td></tr><tr><td>LongDatePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy</pre></div></td></tr><tr><td>LongTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm:ss</pre></div></td></tr><tr><td>MonthDayPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM dd</pre></div></td></tr><tr><td>PMDesignator</td><td><div class=\"dni-plaintext\"><pre>PM</pre></div></td></tr><tr><td>RFC1123Pattern</td><td><div class=\"dni-plaintext\"><pre>ddd, dd MMM yyyy HH&#39;:&#39;mm&#39;:&#39;ss &#39;GMT&#39;</pre></div></td></tr><tr><td>ShortDatePattern</td><td><div class=\"dni-plaintext\"><pre>MM/dd/yyyy</pre></div></td></tr><tr><td>ShortTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm</pre></div></td></tr><tr><td>SortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd&#39;T&#39;HH&#39;:&#39;mm&#39;:&#39;ss</pre></div></td></tr><tr><td>TimeSeparator</td><td><div class=\"dni-plaintext\"><pre>:</pre></div></td></tr><tr><td>UniversalSortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd HH&#39;:&#39;mm&#39;:&#39;ss&#39;Z&#39;</pre></div></td></tr><tr><td>YearMonthPattern</td><td><div class=\"dni-plaintext\"><pre>yyyy MMMM</pre></div></td></tr><tr><td>AbbreviatedDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</pre></div></td></tr><tr><td>ShortestDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Su, Mo, Tu, We, Th, Fr, Sa ]</pre></div></td></tr><tr><td>DayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</pre></div></td></tr><tr><td>AbbreviatedMonthNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>NativeCalendarName</td><td><div class=\"dni-plaintext\"><pre>Gregorian Calendar</pre></div></td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2049</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>ValueType</td><td><span><a href=\"https://docs.microsoft.com/dotnet/api/microsoft.semantickernel.chatmessagecontent?view=net-7.0\">Microsoft.SemanticKernel.ChatMessageContent</a></span></td></tr><tr><td>RenderedPrompt</td><td><div class=\"dni-plaintext\"><pre>What is the time now?</pre></div></td></tr></tbody></table></div></details><style>\r\n",
       ".dni-code-hint {\r\n",
       "    font-style: italic;\r\n",
       "    overflow: hidden;\r\n",
       "    white-space: nowrap;\r\n",
       "}\r\n",
       ".dni-treeview {\r\n",
       "    white-space: nowrap;\r\n",
       "}\r\n",
       ".dni-treeview td {\r\n",
       "    vertical-align: top;\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "details.dni-treeview {\r\n",
       "    padding-left: 1em;\r\n",
       "}\r\n",
       "table td {\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "table tr { \r\n",
       "    vertical-align: top; \r\n",
       "    margin: 0em 0px;\r\n",
       "}\r\n",
       "table tr td pre \r\n",
       "{ \r\n",
       "    vertical-align: top !important; \r\n",
       "    margin: 0em 0px !important;\r\n",
       "} \r\n",
       "table th {\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "</style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#pragma warning disable SKEXP0070\n",
    "OllamaPromptExecutionSettings  settings = new() \n",
    "{ \n",
    "    FunctionChoiceBehavior = FunctionChoiceBehavior.Auto() \n",
    "};\n",
    "var response = await kernel.InvokePromptAsync(\n",
    "    \"What is the weather today in Beijing?\", new(settings));\n",
    "response.Display();\n",
    "\n",
    "response = await kernel.InvokePromptAsync(\"What is the time now?\", new(settings));\n",
    "\n",
    "response.Display();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Embedding 示例："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "polyglot_notebook": {
     "kernelName": "csharp"
    },
    "vscode": {
     "languageId": "polyglot-notebook"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><div class=\"dni-plaintext\"><pre>[ -0.015619896, -0.001123916, -0.047033306, 0.031700864, 0.018831065, -0.018030616, -0.062909976, -0.0098228175, -0.011624538, 0.02440735, 0.014996011, -0.011616529, 0.01240978, -0.022910211, -0.015572232, 0.0152670555, -0.02139899, -0.022848004, 0.0015667947, -0.049193863 ... (1004 more) ]</pre></div></td></tr></tbody></table><style>\r\n",
       ".dni-code-hint {\r\n",
       "    font-style: italic;\r\n",
       "    overflow: hidden;\r\n",
       "    white-space: nowrap;\r\n",
       "}\r\n",
       ".dni-treeview {\r\n",
       "    white-space: nowrap;\r\n",
       "}\r\n",
       ".dni-treeview td {\r\n",
       "    vertical-align: top;\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "details.dni-treeview {\r\n",
       "    padding-left: 1em;\r\n",
       "}\r\n",
       "table td {\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "table tr { \r\n",
       "    vertical-align: top; \r\n",
       "    margin: 0em 0px;\r\n",
       "}\r\n",
       "table tr td pre \r\n",
       "{ \r\n",
       "    vertical-align: top !important; \r\n",
       "    margin: 0em 0px !important;\r\n",
       "} \r\n",
       "table th {\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "</style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "using Microsoft.SemanticKernel;\n",
    "using Microsoft.SemanticKernel.Embeddings;\n",
    "\n",
    "#pragma warning disable SKEXP0001\n",
    "var embeddingGenerator  = kernel.GetRequiredService<ITextEmbeddingGenerationService>();\n",
    "\n",
    "var response = await embeddingGenerator\n",
    "    .GenerateEmbeddingsAsync([\"Ollama:Get up and running with large language models.\"]);\n",
    "\n",
    "response.Display();"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".NET (C#)",
   "language": "C#",
   "name": ".net-csharp"
  },
  "language_info": {
   "name": "csharp"
  },
  "polyglot_notebook": {
   "kernelInfo": {
    "defaultKernelName": "csharp",
    "items": [
     {
      "aliases": [],
      "name": "csharp"
     }
    ]
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
